sessionInfo()
## R version 3.5.1 (2018-07-02)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 10 x64 (build 17134)
## 
## Matrix products: default
## 
## locale:
## [1] LC_COLLATE=English_United States.1252 
## [2] LC_CTYPE=English_United States.1252   
## [3] LC_MONETARY=English_United States.1252
## [4] LC_NUMERIC=C                          
## [5] LC_TIME=English_United States.1252    
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## loaded via a namespace (and not attached):
##  [1] compiler_3.5.1  magrittr_1.5    tools_3.5.1     htmltools_0.3.6
##  [5] yaml_2.2.0      Rcpp_1.0.0      stringi_1.2.4   rmarkdown_1.11 
##  [9] knitr_1.20      stringr_1.3.1   digest_0.6.18   evaluate_0.12

User Inputs

output.var = params$output.var 
transform.abs = params$transform.abs
log.pred = params$log.pred
eda = params$eda
algo.forward = params$algo.forward
algo.backward = params$algo.backward
algo.stepwise = params$algo.stepwise
algo.LASSO = params$algo.LASSO
algo.LARS = params$algo.LARS

message("Parameters used for training/prediction: ")
## Parameters used for training/prediction:
str(params)
## List of 9
##  $ output.var   : chr "y3"
##  $ transform.abs: logi FALSE
##  $ log.pred     : logi FALSE
##  $ eda          : logi FALSE
##  $ algo.forward : logi TRUE
##  $ algo.backward: logi FALSE
##  $ algo.stepwise: logi FALSE
##  $ algo.LASSO   : logi FALSE
##  $ algo.LARS    : logi FALSE
# Setup Labels
# alt.scale.label.name = Alternate Scale variable name
#   - if predicting on log, then alt.scale is normal scale
#   - if predicting on normal scale, then alt.scale is log scale
if (log.pred == TRUE){
  label.names = paste('log.',output.var,sep="")
  alt.scale.label.name = output.var
}
if (log.pred == FALSE){
  label.names = output.var
  alt.scale.label.name = paste('log.',output.var,sep="")
}

Prepare Data

Read and Clean Features

features = read.csv("../../Data/features.csv")
#str(features) 

Checking correlations to evaluate removal of redundant features

corr.matrix = round(cor(features[sapply(features, is.numeric)]),2)

# filter out only highly correlated variables
threshold = 0.6
corr.matrix.tmp = corr.matrix
diag(corr.matrix.tmp) = 0
high.corr = apply(abs(corr.matrix.tmp) >= threshold, 1, any)
high.corr.matrix = corr.matrix.tmp[high.corr, high.corr]

DT::datatable(corr.matrix)
DT::datatable(high.corr.matrix)

Feature Names

feature.names = colnames(features)
drops <- c('JobName')
feature.names = feature.names[!(feature.names %in% drops)]
#str(feature.names)

Read and Clean Labels

labels = read.csv("../../Data/labels.csv")
#str(labels)
labels = labels[,c("JobName", output.var)]
summary(labels)
##       JobName           y3        
##  Job_00001:   1   Min.   : 95.91  
##  Job_00002:   1   1st Qu.:118.21  
##  Job_00003:   1   Median :123.99  
##  Job_00004:   1   Mean   :125.36  
##  Job_00005:   1   3rd Qu.:131.06  
##  Job_00006:   1   Max.   :193.73  
##  (Other)  :9994   NA's   :2497

Merge Datasets

data <- merge(features, labels, by = 'JobName')
drops <- c('JobName')
data = data[,(!colnames(data) %in% drops)]
#str(data)

Transformations

if (transform.abs == TRUE){
  data[,label.names] = 10^(data[,label.names]/20)
  data = filter(data, y3 < 1E7)
}


#str(data)
if (log.pred == TRUE){
  data[label.names] = log(data[alt.scale.label.name],10)
  
  drops = c(alt.scale.label.name)
  data = data[!(names(data) %in% drops)]
}
#str(data)

Remove NA Cases

data = data[complete.cases(data),]

Exploratory Data Analysis

Check correlation of Label with Featires

if (eda == TRUE){
  corr.to.label =round(cor(dplyr::select(data,-one_of(label.names)),dplyr::select_at(data,label.names)),4)
  DT::datatable(corr.to.label)
}

Multicollinearity - VIF

if (eda == TRUE){
  vifDF = usdm::vif(select_at(data,feature.names)) %>% arrange(desc(VIF))
  head(vifDF,10)
}

Scatterplots

panel.hist <- function(x, ...)
{
    usr <- par("usr"); on.exit(par(usr))
    par(usr = c(usr[1:2], 0, 1.5) )
    h <- hist(x, plot = FALSE)
    breaks <- h$breaks; nB <- length(breaks)
    y <- h$counts; y <- y/max(y)
    rect(breaks[-nB], 0, breaks[-1], y, col = "cyan", ...)
}
if (eda == TRUE){
  histogram(data[ ,label.names])
  #hist(data[complete.cases(data),alt.scale.label.name])
}
# https://stackoverflow.com/questions/24648729/plot-one-numeric-variable-against-n-numeric-variables-in-n-plots
ind.pairs.plot <- function(data, xvars=NULL, yvar)
{
    df <- data
    if (is.null(xvars)) {
        xvars = names(data[which(names(data)!=yvar)])       
    }   

    #choose a format to display charts
    ncharts <- length(xvars) 
    
    for(i in 1:ncharts){    
        plot(df[,xvars[i]],df[,yvar], xlab = xvars[i], ylab = yvar)
    }
}

if (eda == TRUE){
  ind.pairs.plot(data, feature.names, label.names)
}


# 
# pl <- ggplot(data, aes(x=x18, y = y3))
# pl2 <- pl + geom_point(aes(alpha = 0.1)) # default color gradient based on 'hp'
# print(pl2)

Feature Engineering

if(eda ==FALSE){
  # x18 may need transformations
  plot(data[,'x18'], data[,label.names], main = "Original Scatter Plot vs. x18", ylab = label.names, xlab = 'x18')
  plot(sqrt(data[,'x18']), data[,label.names], main = "Original Scatter Plot vs. sqrt(x18)", ylab = label.names, xlab = 'sqrt(x18)')
  
  # transforming x18
  data$sqrt.x18 = sqrt(data$x18)
  data = dplyr::select(data,-one_of('x18'))
  
  # what about x7, x9?
  # x11 looks like data is at discrete points after a while. Will this be a problem?
}

Modeling

Train Test Split

data = data[sample(nrow(data)),] # randomly shuffle data
split = sample.split(data[,label.names], SplitRatio = 0.8)

data.train = subset(data, split == TRUE)
data.test = subset(data, split == FALSE)

Common Functions

plot.diagnostics <-  function(model, train) {
  plot(model)
  
  residuals = resid(model) # Plotted above in plot(lm.out)
  r.standard = rstandard(model)
  r.student = rstudent(model)

  plot(predict(model,train),r.student,
      ylab="Student Residuals", xlab="Predicted Values", 
      main="Student Residual Plot") 
  abline(0, 0)
  
  plot(predict(model, train),r.standard,
      ylab="Standard Residuals", xlab="Predicted Values", 
      main="Standard Residual Plot") 
  abline(0, 0)
  abline(2, 0)
  abline(-2, 0)
  
  # Histogram
  hist(r.student, freq=FALSE, main="Distribution of Studentized Residuals", 
  xlab="Studentized Residuals", ylab="Density", ylim=c(0,0.5))

  # Create range of x-values for normal curve
  xfit <- seq(min(r.student)-1, max(r.student)+1, length=40)

  # Generate values from the normal distribution at the specified values
  yfit <- (dnorm(xfit))

  # Add the normal curve
  lines(xfit, yfit, ylim=c(0,0.5))
  
  
  # http://www.stat.columbia.edu/~martin/W2024/R7.pdf
  # Influential plots
  inf.meas = influence.measures(model)
  # print (summary(inf.meas)) # too much data
  
  # Leverage plot
  lev = hat(model.matrix(model))
  plot(lev, ylab = 'Leverage - check')
  
  # Cook's Distance
  cd = cooks.distance(model)
  plot(cd,ylab="Cooks distances")
  abline(4/nrow(train),0)
  abline(1,0)
  
  print (paste("Number of data points that have Cook's D > 4/n: ", length(cd[cd > 4/nrow(train)]), sep = "")) 
  print (paste("Number of data points that have Cook's D > 1: ", length(cd[cd > 1]), sep = "")) 
  return(cd)
}

test.model = function(model, test, type = 'No Model Name Specified', level = 0.95){
  pred = predict(model, newdata=test, interval="confidence", level = level) 
  # Summary of predicted values
  print ("Summary of predicted values: ")
  print(summary(pred[,1]))
  
  test.mse = mean((test[,label.names]-pred[,1])^2)
  print (paste(type, " Test MSE: ", test.mse, sep=""))
  
  plot(test[,label.names],pred[,1],xlab = "Actual", ylab = "Predicted")
}

Setup Formulae

n <- names(data.train)
formula <- as.formula(paste(paste(n[n %in% label.names], collapse = " + ")," ~", paste(n[!n %in% label.names], collapse = " + "))) 
grand.mean.formula = as.formula(paste(paste(n[n %in% label.names], collapse = " + ")," ~ 1"))
print(formula)
## y3 ~ x1 + x2 + x3 + x4 + x5 + x6 + x7 + x8 + x9 + x10 + x11 + 
##     x12 + x13 + x14 + x15 + x16 + x17 + x19 + x20 + x21 + x22 + 
##     x23 + stat1 + stat2 + stat3 + stat4 + stat5 + stat6 + stat7 + 
##     stat8 + stat9 + stat10 + stat11 + stat12 + stat13 + stat14 + 
##     stat15 + stat16 + stat17 + stat18 + stat19 + stat20 + stat21 + 
##     stat22 + stat23 + stat24 + stat25 + stat26 + stat27 + stat28 + 
##     stat29 + stat30 + stat31 + stat32 + stat33 + stat34 + stat35 + 
##     stat36 + stat37 + stat38 + stat39 + stat40 + stat41 + stat42 + 
##     stat43 + stat44 + stat45 + stat46 + stat47 + stat48 + stat49 + 
##     stat50 + stat51 + stat52 + stat53 + stat54 + stat55 + stat56 + 
##     stat57 + stat58 + stat59 + stat60 + stat61 + stat62 + stat63 + 
##     stat64 + stat65 + stat66 + stat67 + stat68 + stat69 + stat70 + 
##     stat71 + stat72 + stat73 + stat74 + stat75 + stat76 + stat77 + 
##     stat78 + stat79 + stat80 + stat81 + stat82 + stat83 + stat84 + 
##     stat85 + stat86 + stat87 + stat88 + stat89 + stat90 + stat91 + 
##     stat92 + stat93 + stat94 + stat95 + stat96 + stat97 + stat98 + 
##     stat99 + stat100 + stat101 + stat102 + stat103 + stat104 + 
##     stat105 + stat106 + stat107 + stat108 + stat109 + stat110 + 
##     stat111 + stat112 + stat113 + stat114 + stat115 + stat116 + 
##     stat117 + stat118 + stat119 + stat120 + stat121 + stat122 + 
##     stat123 + stat124 + stat125 + stat126 + stat127 + stat128 + 
##     stat129 + stat130 + stat131 + stat132 + stat133 + stat134 + 
##     stat135 + stat136 + stat137 + stat138 + stat139 + stat140 + 
##     stat141 + stat142 + stat143 + stat144 + stat145 + stat146 + 
##     stat147 + stat148 + stat149 + stat150 + stat151 + stat152 + 
##     stat153 + stat154 + stat155 + stat156 + stat157 + stat158 + 
##     stat159 + stat160 + stat161 + stat162 + stat163 + stat164 + 
##     stat165 + stat166 + stat167 + stat168 + stat169 + stat170 + 
##     stat171 + stat172 + stat173 + stat174 + stat175 + stat176 + 
##     stat177 + stat178 + stat179 + stat180 + stat181 + stat182 + 
##     stat183 + stat184 + stat185 + stat186 + stat187 + stat188 + 
##     stat189 + stat190 + stat191 + stat192 + stat193 + stat194 + 
##     stat195 + stat196 + stat197 + stat198 + stat199 + stat200 + 
##     stat201 + stat202 + stat203 + stat204 + stat205 + stat206 + 
##     stat207 + stat208 + stat209 + stat210 + stat211 + stat212 + 
##     stat213 + stat214 + stat215 + stat216 + stat217 + sqrt.x18
print(grand.mean.formula)
## y3 ~ 1
# Update feature.names because we may have transformed some features
feature.names = n[!n %in% label.names]

Full & Grand Means Model

model.full = lm(formula , data.train)
summary(model.full)
## 
## Call:
## lm(formula = formula, data = data.train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -22.046  -6.111  -1.718   4.454  67.838 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  8.840e+01  2.763e+00  31.993  < 2e-16 ***
## x1          -7.972e-02  1.905e-01  -0.418  0.67560    
## x2           8.835e-02  1.210e-01   0.730  0.46539    
## x3           2.257e-02  3.336e-02   0.676  0.49882    
## x4          -1.359e-02  2.623e-03  -5.182 2.27e-07 ***
## x5           8.916e-02  8.571e-02   1.040  0.29824    
## x6           2.863e-02  1.732e-01   0.165  0.86872    
## x7           3.175e+00  1.857e-01  17.097  < 2e-16 ***
## x8           1.320e-01  4.308e-02   3.064  0.00219 ** 
## x9           9.523e-01  9.663e-02   9.855  < 2e-16 ***
## x10          3.100e-01  8.954e-02   3.462  0.00054 ***
## x11          5.331e+07  2.142e+07   2.489  0.01285 *  
## x12         -8.422e-02  5.447e-02  -1.546  0.12211    
## x13          2.430e-02  2.192e-02   1.109  0.26768    
## x14         -1.387e-01  9.421e-02  -1.472  0.14102    
## x15          1.683e-03  8.964e-02   0.019  0.98502    
## x16          2.951e-01  6.240e-02   4.730 2.30e-06 ***
## x17          3.854e-01  9.463e-02   4.073 4.71e-05 ***
## x19          5.131e-02  4.841e-02   1.060  0.28921    
## x20          2.337e-01  3.346e-01   0.698  0.48491    
## x21          3.388e-02  1.226e-02   2.764  0.00572 ** 
## x22         -8.311e-02  1.004e-01  -0.827  0.40802    
## x23          6.700e-02  9.550e-02   0.702  0.48297    
## stat1        2.195e-02  7.198e-02   0.305  0.76046    
## stat2       -4.273e-02  7.179e-02  -0.595  0.55176    
## stat3        1.098e-01  7.209e-02   1.524  0.12768    
## stat4       -1.610e-01  7.256e-02  -2.219  0.02654 *  
## stat5       -2.961e-02  7.200e-02  -0.411  0.68093    
## stat6       -4.123e-02  7.261e-02  -0.568  0.57022    
## stat7       -7.323e-02  7.225e-02  -1.013  0.31088    
## stat8       -2.258e-02  7.208e-02  -0.313  0.75404    
## stat9       -3.576e-02  7.227e-02  -0.495  0.62078    
## stat10      -1.027e-01  7.253e-02  -1.416  0.15679    
## stat11      -2.215e-03  7.257e-02  -0.031  0.97565    
## stat12       1.063e-02  7.194e-02   0.148  0.88253    
## stat13      -1.438e-01  7.188e-02  -2.001  0.04545 *  
## stat14      -2.301e-01  7.152e-02  -3.217  0.00130 ** 
## stat15      -4.358e-02  7.158e-02  -0.609  0.54265    
## stat16       3.134e-02  7.188e-02   0.436  0.66286    
## stat17      -1.838e-02  7.142e-02  -0.257  0.79694    
## stat18      -5.114e-02  7.180e-02  -0.712  0.47632    
## stat19       1.311e-01  7.208e-02   1.819  0.06894 .  
## stat20      -7.530e-02  7.220e-02  -1.043  0.29698    
## stat21       1.861e-03  7.212e-02   0.026  0.97942    
## stat22      -1.102e-01  7.232e-02  -1.524  0.12750    
## stat23       1.334e-01  7.131e-02   1.870  0.06151 .  
## stat24      -8.660e-02  7.199e-02  -1.203  0.22906    
## stat25      -1.177e-01  7.198e-02  -1.635  0.10219    
## stat26      -1.638e-01  7.237e-02  -2.264  0.02364 *  
## stat27       3.443e-02  7.206e-02   0.478  0.63281    
## stat28      -2.020e-02  7.180e-02  -0.281  0.77845    
## stat29       1.034e-01  7.217e-02   1.433  0.15190    
## stat30       4.438e-02  7.256e-02   0.612  0.54080    
## stat31      -5.152e-02  7.289e-02  -0.707  0.47976    
## stat32       1.896e-02  7.281e-02   0.260  0.79454    
## stat33      -1.151e-01  7.182e-02  -1.603  0.10898    
## stat34       3.819e-02  7.220e-02   0.529  0.59693    
## stat35      -1.254e-01  7.240e-02  -1.733  0.08322 .  
## stat36      -7.906e-03  7.185e-02  -0.110  0.91239    
## stat37      -1.549e-01  7.274e-02  -2.129  0.03327 *  
## stat38       1.101e-01  7.229e-02   1.523  0.12789    
## stat39      -7.236e-02  7.176e-02  -1.008  0.31334    
## stat40       1.511e-02  7.221e-02   0.209  0.83424    
## stat41      -1.708e-01  7.160e-02  -2.385  0.01710 *  
## stat42      -6.158e-02  7.198e-02  -0.855  0.39235    
## stat43      -1.446e-01  7.234e-02  -1.999  0.04571 *  
## stat44       4.068e-02  7.207e-02   0.564  0.57250    
## stat45      -1.289e-01  7.178e-02  -1.796  0.07247 .  
## stat46       1.531e-01  7.241e-02   2.114  0.03458 *  
## stat47       3.456e-02  7.250e-02   0.477  0.63362    
## stat48       1.412e-01  7.276e-02   1.941  0.05227 .  
## stat49       7.022e-02  7.171e-02   0.979  0.32750    
## stat50       7.797e-02  7.149e-02   1.091  0.27548    
## stat51       9.101e-02  7.223e-02   1.260  0.20773    
## stat52       4.669e-03  7.225e-02   0.065  0.94848    
## stat53      -5.958e-02  7.241e-02  -0.823  0.41068    
## stat54      -1.880e-01  7.262e-02  -2.589  0.00965 ** 
## stat55       6.773e-02  7.139e-02   0.949  0.34279    
## stat56      -9.979e-02  7.256e-02  -1.375  0.16911    
## stat57       5.973e-02  7.147e-02   0.836  0.40331    
## stat58       5.918e-03  7.115e-02   0.083  0.93372    
## stat59       1.007e-02  7.180e-02   0.140  0.88846    
## stat60       1.235e-01  7.222e-02   1.710  0.08732 .  
## stat61      -6.775e-02  7.232e-02  -0.937  0.34889    
## stat62      -6.722e-02  7.225e-02  -0.930  0.35220    
## stat63       5.340e-02  7.221e-02   0.740  0.45960    
## stat64      -1.954e-02  7.153e-02  -0.273  0.78467    
## stat65      -8.478e-02  7.256e-02  -1.168  0.24266    
## stat66       5.086e-02  7.283e-02   0.698  0.48496    
## stat67       4.404e-02  7.229e-02   0.609  0.54242    
## stat68      -2.555e-02  7.232e-02  -0.353  0.72385    
## stat69      -2.561e-02  7.193e-02  -0.356  0.72179    
## stat70       1.336e-01  7.156e-02   1.867  0.06191 .  
## stat71       3.658e-02  7.185e-02   0.509  0.61070    
## stat72       5.099e-02  7.250e-02   0.703  0.48193    
## stat73       8.757e-02  7.234e-02   1.211  0.22613    
## stat74      -1.731e-02  7.234e-02  -0.239  0.81089    
## stat75      -4.791e-02  7.240e-02  -0.662  0.50820    
## stat76       2.352e-02  7.248e-02   0.324  0.74561    
## stat77      -3.447e-02  7.233e-02  -0.477  0.63370    
## stat78      -1.496e-02  7.215e-02  -0.207  0.83580    
## stat79      -1.016e-02  7.228e-02  -0.141  0.88826    
## stat80       4.653e-02  7.276e-02   0.640  0.52250    
## stat81       3.971e-02  7.226e-02   0.550  0.58268    
## stat82       2.988e-02  7.188e-02   0.416  0.67766    
## stat83      -1.458e-02  7.188e-02  -0.203  0.83932    
## stat84       2.757e-02  7.226e-02   0.382  0.70280    
## stat85       3.421e-02  7.196e-02   0.475  0.63457    
## stat86      -4.923e-03  7.198e-02  -0.068  0.94547    
## stat87      -1.179e-01  7.273e-02  -1.621  0.10500    
## stat88      -4.159e-02  7.152e-02  -0.581  0.56096    
## stat89      -9.905e-02  7.166e-02  -1.382  0.16696    
## stat90      -4.005e-02  7.212e-02  -0.555  0.57867    
## stat91      -8.703e-02  7.166e-02  -1.215  0.22460    
## stat92      -1.265e-01  7.226e-02  -1.751  0.08006 .  
## stat93      -7.038e-02  7.340e-02  -0.959  0.33764    
## stat94      -1.341e-01  7.229e-02  -1.854  0.06372 .  
## stat95       6.040e-04  7.225e-02   0.008  0.99333    
## stat96      -2.990e-02  7.189e-02  -0.416  0.67746    
## stat97      -8.150e-03  7.167e-02  -0.114  0.90947    
## stat98       1.007e+00  7.081e-02  14.220  < 2e-16 ***
## stat99       8.709e-02  7.231e-02   1.204  0.22849    
## stat100      1.590e-01  7.224e-02   2.200  0.02781 *  
## stat101     -7.136e-03  7.277e-02  -0.098  0.92188    
## stat102     -6.611e-02  7.263e-02  -0.910  0.36276    
## stat103     -6.653e-02  7.272e-02  -0.915  0.36030    
## stat104     -7.868e-02  7.179e-02  -1.096  0.27317    
## stat105      6.167e-02  7.140e-02   0.864  0.38781    
## stat106      5.664e-04  7.171e-02   0.008  0.99370    
## stat107      1.642e-02  7.215e-02   0.228  0.81999    
## stat108     -6.261e-02  7.185e-02  -0.871  0.38358    
## stat109      1.294e-02  7.186e-02   0.180  0.85712    
## stat110     -9.497e-01  7.190e-02 -13.207  < 2e-16 ***
## stat111      3.395e-02  7.240e-02   0.469  0.63913    
## stat112      5.217e-03  7.247e-02   0.072  0.94261    
## stat113     -5.131e-02  7.261e-02  -0.707  0.47978    
## stat114      4.506e-02  7.175e-02   0.628  0.53008    
## stat115      8.659e-02  7.164e-02   1.209  0.22682    
## stat116      8.653e-02  7.237e-02   1.196  0.23188    
## stat117      5.161e-03  7.255e-02   0.071  0.94329    
## stat118     -5.636e-02  7.185e-02  -0.784  0.43282    
## stat119      2.451e-02  7.228e-02   0.339  0.73457    
## stat120      5.274e-03  7.120e-02   0.074  0.94095    
## stat121      4.592e-03  7.215e-02   0.064  0.94925    
## stat122      1.372e-02  7.159e-02   0.192  0.84800    
## stat123     -8.512e-03  7.289e-02  -0.117  0.90704    
## stat124     -2.525e-02  7.222e-02  -0.350  0.72666    
## stat125      1.632e-02  7.240e-02   0.225  0.82170    
## stat126      4.050e-02  7.187e-02   0.563  0.57312    
## stat127     -5.069e-02  7.182e-02  -0.706  0.48040    
## stat128     -4.375e-02  7.211e-02  -0.607  0.54406    
## stat129     -1.798e-02  7.178e-02  -0.251  0.80217    
## stat130      4.264e-02  7.236e-02   0.589  0.55576    
## stat131      2.524e-02  7.205e-02   0.350  0.72612    
## stat132     -1.388e-02  7.220e-02  -0.192  0.84759    
## stat133     -1.666e-02  7.232e-02  -0.230  0.81784    
## stat134     -8.046e-02  7.208e-02  -1.116  0.26433    
## stat135     -2.221e-02  7.221e-02  -0.308  0.75839    
## stat136      1.236e-02  7.241e-02   0.171  0.86442    
## stat137      2.432e-02  7.143e-02   0.340  0.73351    
## stat138     -3.383e-02  7.207e-02  -0.469  0.63881    
## stat139      2.366e-02  7.252e-02   0.326  0.74419    
## stat140     -4.409e-02  7.209e-02  -0.612  0.54080    
## stat141      1.077e-01  7.190e-02   1.498  0.13409    
## stat142     -1.226e-02  7.270e-02  -0.169  0.86614    
## stat143      9.931e-02  7.259e-02   1.368  0.17131    
## stat144      1.018e-01  7.190e-02   1.416  0.15676    
## stat145      3.049e-02  7.323e-02   0.416  0.67720    
## stat146     -1.102e-01  7.279e-02  -1.514  0.13007    
## stat147     -9.501e-02  7.270e-02  -1.307  0.19133    
## stat148     -4.690e-02  7.143e-02  -0.657  0.51149    
## stat149     -1.108e-01  7.274e-02  -1.524  0.12764    
## stat150     -1.599e-02  7.276e-02  -0.220  0.82609    
## stat151     -1.419e-01  7.277e-02  -1.950  0.05118 .  
## stat152     -4.331e-02  7.190e-02  -0.602  0.54696    
## stat153      4.545e-02  7.345e-02   0.619  0.53610    
## stat154     -3.266e-02  7.252e-02  -0.450  0.65249    
## stat155     -1.428e-03  7.228e-02  -0.020  0.98424    
## stat156      1.147e-01  7.237e-02   1.586  0.11288    
## stat157      2.687e-02  7.171e-02   0.375  0.70789    
## stat158     -1.108e-01  7.314e-02  -1.515  0.12990    
## stat159      1.418e-02  7.202e-02   0.197  0.84396    
## stat160      1.427e-02  7.265e-02   0.196  0.84426    
## stat161      1.083e-01  7.244e-02   1.495  0.13493    
## stat162     -2.300e-02  7.169e-02  -0.321  0.74839    
## stat163      1.215e-02  7.283e-02   0.167  0.86750    
## stat164      8.625e-02  7.243e-02   1.191  0.23383    
## stat165      1.926e-03  7.231e-02   0.027  0.97875    
## stat166     -6.537e-02  7.149e-02  -0.914  0.36054    
## stat167     -7.187e-02  7.178e-02  -1.001  0.31675    
## stat168     -2.348e-03  7.217e-02  -0.033  0.97404    
## stat169     -3.259e-02  7.206e-02  -0.452  0.65109    
## stat170     -7.519e-02  7.202e-02  -1.044  0.29650    
## stat171      2.792e-02  7.295e-02   0.383  0.70191    
## stat172      1.292e-01  7.208e-02   1.792  0.07312 .  
## stat173     -5.825e-02  7.264e-02  -0.802  0.42267    
## stat174     -1.380e-02  7.255e-02  -0.190  0.84910    
## stat175     -1.070e-01  7.228e-02  -1.480  0.13883    
## stat176      5.254e-02  7.240e-02   0.726  0.46810    
## stat177      4.772e-02  7.228e-02   0.660  0.50916    
## stat178     -5.903e-02  7.296e-02  -0.809  0.41849    
## stat179      2.146e-02  7.172e-02   0.299  0.76476    
## stat180      4.792e-03  7.163e-02   0.067  0.94667    
## stat181     -2.728e-04  7.248e-02  -0.004  0.99700    
## stat182     -4.012e-02  7.249e-02  -0.553  0.57995    
## stat183      8.387e-02  7.192e-02   1.166  0.24360    
## stat184     -6.556e-04  7.267e-02  -0.009  0.99280    
## stat185     -5.383e-02  7.118e-02  -0.756  0.44951    
## stat186     -8.523e-02  7.271e-02  -1.172  0.24119    
## stat187     -1.719e-01  7.204e-02  -2.386  0.01705 *  
## stat188      2.188e-02  7.201e-02   0.304  0.76126    
## stat189     -7.641e-03  7.225e-02  -0.106  0.91577    
## stat190      3.140e-02  7.200e-02   0.436  0.66276    
## stat191     -5.538e-02  7.225e-02  -0.766  0.44342    
## stat192     -2.538e-02  7.263e-02  -0.350  0.72672    
## stat193     -2.148e-02  7.277e-02  -0.295  0.76781    
## stat194     -3.584e-02  7.209e-02  -0.497  0.61906    
## stat195      7.298e-02  7.212e-02   1.012  0.31165    
## stat196     -6.267e-02  7.298e-02  -0.859  0.39047    
## stat197     -3.420e-02  7.177e-02  -0.477  0.63365    
## stat198     -5.659e-02  7.222e-02  -0.784  0.43329    
## stat199      1.024e-01  7.121e-02   1.439  0.15033    
## stat200     -5.032e-02  7.104e-02  -0.708  0.47872    
## stat201     -7.939e-03  7.201e-02  -0.110  0.91221    
## stat202     -1.882e-02  7.275e-02  -0.259  0.79591    
## stat203     -1.127e-02  7.208e-02  -0.156  0.87573    
## stat204     -1.253e-01  7.163e-02  -1.749  0.08040 .  
## stat205     -1.278e-03  7.202e-02  -0.018  0.98584    
## stat206     -6.416e-02  7.246e-02  -0.885  0.37593    
## stat207      1.168e-01  7.218e-02   1.618  0.10572    
## stat208      3.622e-02  7.224e-02   0.501  0.61615    
## stat209      1.313e-02  7.144e-02   0.184  0.85417    
## stat210     -3.205e-02  7.248e-02  -0.442  0.65839    
## stat211     -7.303e-02  7.219e-02  -1.012  0.31176    
## stat212     -3.338e-03  7.209e-02  -0.046  0.96306    
## stat213     -7.396e-02  7.262e-02  -1.018  0.30851    
## stat214     -1.390e-01  7.195e-02  -1.932  0.05344 .  
## stat215     -2.444e-02  7.236e-02  -0.338  0.73559    
## stat216     -8.542e-02  7.194e-02  -1.187  0.23515    
## stat217      6.822e-02  7.245e-02   0.942  0.34643    
## sqrt.x18     7.334e+00  2.729e-01  26.876  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.482 on 5761 degrees of freedom
## Multiple R-squared:  0.2469, Adjusted R-squared:  0.2155 
## F-statistic:  7.87 on 240 and 5761 DF,  p-value: < 2.2e-16
cd.full = plot.diagnostics(model.full, data.train)

## [1] "Number of data points that have Cook's D > 4/n: 281"
## [1] "Number of data points that have Cook's D > 1: 0"

Just trial removing all high influence points

high.cd = names(cd.full[cd.full > 4/nrow(data.train)])
data.train2 = data.train[!(rownames(data.train)) %in% high.cd,]
model.full2 = lm(formula , data.train2)
summary(model.full2)
## 
## Call:
## lm(formula = formula, data = data.train2)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -17.342  -5.054  -0.875   4.696  20.836 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  8.501e+01  2.179e+00  39.007  < 2e-16 ***
## x1          -6.090e-02  1.506e-01  -0.404 0.686023    
## x2           7.740e-02  9.539e-02   0.811 0.417167    
## x3           5.034e-03  2.627e-02   0.192 0.848082    
## x4          -1.622e-02  2.073e-03  -7.826 6.02e-15 ***
## x5           1.158e-01  6.762e-02   1.712 0.086950 .  
## x6          -1.958e-01  1.365e-01  -1.434 0.151660    
## x7           3.299e+00  1.465e-01  22.521  < 2e-16 ***
## x8           1.681e-01  3.403e-02   4.938 8.13e-07 ***
## x9           9.334e-01  7.596e-02  12.287  < 2e-16 ***
## x10          4.258e-01  7.072e-02   6.021 1.85e-09 ***
## x11          6.963e+07  1.691e+07   4.119 3.87e-05 ***
## x12         -4.005e-02  4.292e-02  -0.933 0.350773    
## x13          3.333e-02  1.732e-02   1.925 0.054282 .  
## x14         -1.075e-02  7.440e-02  -0.144 0.885128    
## x15          2.399e-02  7.060e-02   0.340 0.734036    
## x16          2.618e-01  4.927e-02   5.315 1.11e-07 ***
## x17          3.977e-01  7.453e-02   5.336 9.91e-08 ***
## x19          4.684e-02  3.819e-02   1.226 0.220100    
## x20          9.046e-02  2.646e-01   0.342 0.732495    
## x21          3.497e-02  9.678e-03   3.613 0.000305 ***
## x22         -8.333e-02  7.915e-02  -1.053 0.292467    
## x23          1.554e-01  7.547e-02   2.059 0.039543 *  
## stat1       -2.630e-03  5.677e-02  -0.046 0.963057    
## stat2       -3.003e-02  5.660e-02  -0.531 0.595728    
## stat3        1.126e-01  5.686e-02   1.980 0.047789 *  
## stat4       -1.316e-01  5.726e-02  -2.298 0.021572 *  
## stat5       -7.010e-02  5.694e-02  -1.231 0.218288    
## stat6       -7.216e-03  5.732e-02  -0.126 0.899836    
## stat7       -6.520e-02  5.691e-02  -1.146 0.251952    
## stat8       -3.427e-02  5.677e-02  -0.604 0.546156    
## stat9       -2.509e-02  5.702e-02  -0.440 0.659912    
## stat10      -1.018e-01  5.717e-02  -1.781 0.075036 .  
## stat11      -7.221e-02  5.722e-02  -1.262 0.207063    
## stat12       5.257e-03  5.669e-02   0.093 0.926119    
## stat13      -1.214e-01  5.672e-02  -2.140 0.032439 *  
## stat14      -2.861e-01  5.637e-02  -5.076 3.98e-07 ***
## stat15      -1.452e-01  5.640e-02  -2.574 0.010066 *  
## stat16      -2.433e-02  5.660e-02  -0.430 0.667280    
## stat17      -1.634e-02  5.642e-02  -0.290 0.772077    
## stat18      -2.582e-02  5.659e-02  -0.456 0.648229    
## stat19       6.362e-02  5.704e-02   1.115 0.264782    
## stat20       1.300e-02  5.711e-02   0.228 0.819953    
## stat21      -2.467e-02  5.689e-02  -0.434 0.664586    
## stat22      -6.038e-02  5.689e-02  -1.061 0.288628    
## stat23       1.325e-01  5.639e-02   2.351 0.018770 *  
## stat24      -6.822e-02  5.686e-02  -1.200 0.230257    
## stat25      -7.183e-02  5.683e-02  -1.264 0.206309    
## stat26      -1.614e-01  5.719e-02  -2.822 0.004785 ** 
## stat27       1.919e-02  5.694e-02   0.337 0.736182    
## stat28      -2.941e-02  5.665e-02  -0.519 0.603702    
## stat29       8.907e-02  5.691e-02   1.565 0.117609    
## stat30       1.008e-02  5.710e-02   0.177 0.859838    
## stat31      -8.743e-03  5.739e-02  -0.152 0.878923    
## stat32      -5.232e-03  5.752e-02  -0.091 0.927532    
## stat33      -9.703e-02  5.660e-02  -1.714 0.086535 .  
## stat34       9.190e-02  5.695e-02   1.614 0.106618    
## stat35      -1.266e-01  5.722e-02  -2.213 0.026962 *  
## stat36      -3.697e-02  5.684e-02  -0.650 0.515432    
## stat37      -4.131e-02  5.756e-02  -0.718 0.472903    
## stat38       1.316e-01  5.686e-02   2.315 0.020651 *  
## stat39      -1.005e-01  5.649e-02  -1.779 0.075345 .  
## stat40       7.957e-03  5.706e-02   0.139 0.889099    
## stat41      -1.423e-01  5.641e-02  -2.523 0.011662 *  
## stat42      -4.363e-02  5.690e-02  -0.767 0.443207    
## stat43      -9.442e-02  5.707e-02  -1.654 0.098099 .  
## stat44       2.875e-02  5.696e-02   0.505 0.613804    
## stat45      -6.909e-02  5.666e-02  -1.219 0.222722    
## stat46       9.305e-02  5.723e-02   1.626 0.104014    
## stat47       6.069e-02  5.718e-02   1.061 0.288607    
## stat48       9.491e-02  5.736e-02   1.655 0.098029 .  
## stat49      -6.226e-03  5.661e-02  -0.110 0.912433    
## stat50       1.105e-01  5.642e-02   1.959 0.050211 .  
## stat51       4.594e-02  5.702e-02   0.806 0.420500    
## stat52       4.620e-02  5.716e-02   0.808 0.418979    
## stat53      -7.150e-02  5.708e-02  -1.253 0.210403    
## stat54      -1.575e-01  5.751e-02  -2.738 0.006195 ** 
## stat55       4.362e-02  5.640e-02   0.773 0.439311    
## stat56      -4.732e-02  5.720e-02  -0.827 0.408139    
## stat57       1.753e-02  5.648e-02   0.310 0.756265    
## stat58      -1.203e-02  5.610e-02  -0.214 0.830236    
## stat59       1.945e-02  5.653e-02   0.344 0.730766    
## stat60       1.003e-01  5.702e-02   1.760 0.078547 .  
## stat61      -7.257e-02  5.692e-02  -1.275 0.202371    
## stat62      -1.293e-01  5.697e-02  -2.270 0.023249 *  
## stat63       5.124e-02  5.710e-02   0.897 0.369532    
## stat64       5.199e-02  5.636e-02   0.923 0.356299    
## stat65      -3.579e-02  5.723e-02  -0.625 0.531732    
## stat66       2.613e-02  5.747e-02   0.455 0.649391    
## stat67       4.848e-02  5.702e-02   0.850 0.395310    
## stat68      -8.471e-03  5.704e-02  -0.149 0.881938    
## stat69      -5.434e-02  5.675e-02  -0.958 0.338308    
## stat70       1.318e-01  5.639e-02   2.338 0.019441 *  
## stat71       4.682e-02  5.692e-02   0.823 0.410759    
## stat72       1.503e-02  5.722e-02   0.263 0.792824    
## stat73       9.830e-02  5.723e-02   1.718 0.085932 .  
## stat74       3.660e-02  5.714e-02   0.641 0.521837    
## stat75       3.414e-02  5.707e-02   0.598 0.549751    
## stat76       3.243e-02  5.710e-02   0.568 0.570085    
## stat77       8.865e-03  5.712e-02   0.155 0.876662    
## stat78      -5.318e-02  5.681e-02  -0.936 0.349241    
## stat79       5.243e-02  5.687e-02   0.922 0.356624    
## stat80       8.486e-02  5.738e-02   1.479 0.139226    
## stat81       2.753e-02  5.706e-02   0.483 0.629446    
## stat82      -9.852e-03  5.664e-02  -0.174 0.861934    
## stat83      -1.178e-02  5.669e-02  -0.208 0.835434    
## stat84      -1.012e-02  5.699e-02  -0.178 0.858992    
## stat85      -7.021e-02  5.683e-02  -1.236 0.216697    
## stat86       2.370e-03  5.679e-02   0.042 0.966713    
## stat87      -1.324e-01  5.732e-02  -2.309 0.020958 *  
## stat88       6.859e-03  5.648e-02   0.121 0.903345    
## stat89      -3.643e-02  5.665e-02  -0.643 0.520280    
## stat90      -5.824e-02  5.687e-02  -1.024 0.305823    
## stat91      -1.114e-01  5.650e-02  -1.972 0.048689 *  
## stat92      -9.709e-02  5.689e-02  -1.707 0.087968 .  
## stat93      -1.413e-02  5.810e-02  -0.243 0.807906    
## stat94      -5.150e-02  5.683e-02  -0.906 0.364871    
## stat95       9.150e-02  5.706e-02   1.603 0.108904    
## stat96      -3.346e-02  5.673e-02  -0.590 0.555305    
## stat97       1.994e-02  5.653e-02   0.353 0.724349    
## stat98       9.312e-01  5.585e-02  16.671  < 2e-16 ***
## stat99       1.299e-01  5.711e-02   2.275 0.022954 *  
## stat100      1.440e-01  5.697e-02   2.528 0.011498 *  
## stat101      2.342e-02  5.742e-02   0.408 0.683386    
## stat102     -2.568e-02  5.736e-02  -0.448 0.654407    
## stat103     -7.259e-02  5.725e-02  -1.268 0.204854    
## stat104     -6.597e-02  5.673e-02  -1.163 0.244921    
## stat105      3.897e-02  5.641e-02   0.691 0.489622    
## stat106     -3.055e-02  5.647e-02  -0.541 0.588546    
## stat107      7.915e-03  5.701e-02   0.139 0.889580    
## stat108     -7.187e-02  5.678e-02  -1.266 0.205656    
## stat109     -2.345e-02  5.674e-02  -0.413 0.679402    
## stat110     -8.911e-01  5.656e-02 -15.755  < 2e-16 ***
## stat111      6.532e-02  5.703e-02   1.145 0.252112    
## stat112      2.932e-02  5.729e-02   0.512 0.608883    
## stat113     -3.761e-02  5.728e-02  -0.657 0.511503    
## stat114      6.120e-02  5.668e-02   1.080 0.280227    
## stat115      8.409e-02  5.655e-02   1.487 0.137100    
## stat116      5.228e-02  5.708e-02   0.916 0.359757    
## stat117      5.999e-03  5.704e-02   0.105 0.916234    
## stat118     -1.050e-02  5.659e-02  -0.186 0.852745    
## stat119      6.428e-02  5.697e-02   1.128 0.259228    
## stat120     -2.677e-02  5.610e-02  -0.477 0.633248    
## stat121      1.598e-02  5.691e-02   0.281 0.778952    
## stat122     -5.615e-03  5.662e-02  -0.099 0.921008    
## stat123      6.032e-02  5.743e-02   1.050 0.293679    
## stat124     -4.183e-02  5.694e-02  -0.735 0.462581    
## stat125     -1.929e-02  5.713e-02  -0.338 0.735663    
## stat126      3.608e-02  5.667e-02   0.637 0.524341    
## stat127     -1.269e-01  5.669e-02  -2.238 0.025288 *  
## stat128     -1.597e-01  5.685e-02  -2.810 0.004974 ** 
## stat129     -2.988e-02  5.653e-02  -0.529 0.597116    
## stat130      1.629e-02  5.709e-02   0.285 0.775344    
## stat131     -1.952e-04  5.685e-02  -0.003 0.997260    
## stat132     -1.482e-02  5.687e-02  -0.261 0.794412    
## stat133      5.319e-02  5.721e-02   0.930 0.352580    
## stat134     -5.205e-02  5.676e-02  -0.917 0.359183    
## stat135     -4.344e-02  5.705e-02  -0.761 0.446442    
## stat136     -1.358e-02  5.708e-02  -0.238 0.811961    
## stat137      7.449e-02  5.628e-02   1.324 0.185661    
## stat138     -4.539e-02  5.684e-02  -0.799 0.424573    
## stat139     -1.047e-02  5.726e-02  -0.183 0.854939    
## stat140     -3.594e-04  5.675e-02  -0.006 0.994947    
## stat141      1.123e-01  5.673e-02   1.980 0.047774 *  
## stat142     -6.705e-03  5.734e-02  -0.117 0.906925    
## stat143      5.537e-02  5.730e-02   0.966 0.333912    
## stat144      1.147e-01  5.668e-02   2.024 0.043022 *  
## stat145      1.645e-02  5.788e-02   0.284 0.776271    
## stat146     -1.537e-01  5.742e-02  -2.676 0.007471 ** 
## stat147     -7.457e-02  5.737e-02  -1.300 0.193744    
## stat148     -4.924e-04  5.646e-02  -0.009 0.993042    
## stat149     -9.743e-02  5.755e-02  -1.693 0.090479 .  
## stat150     -3.768e-02  5.750e-02  -0.655 0.512258    
## stat151     -6.100e-02  5.751e-02  -1.061 0.288882    
## stat152     -5.377e-02  5.667e-02  -0.949 0.342682    
## stat153      6.207e-02  5.787e-02   1.073 0.283498    
## stat154      4.425e-02  5.730e-02   0.772 0.440001    
## stat155      3.540e-02  5.709e-02   0.620 0.535271    
## stat156      1.058e-01  5.702e-02   1.855 0.063587 .  
## stat157     -1.379e-02  5.651e-02  -0.244 0.807227    
## stat158      7.703e-03  5.760e-02   0.134 0.893625    
## stat159      4.699e-02  5.694e-02   0.825 0.409181    
## stat160      2.507e-02  5.745e-02   0.436 0.662622    
## stat161      6.450e-02  5.720e-02   1.128 0.259514    
## stat162      1.121e-02  5.644e-02   0.199 0.842605    
## stat163      2.407e-02  5.760e-02   0.418 0.676114    
## stat164      3.417e-02  5.731e-02   0.596 0.551089    
## stat165      4.009e-02  5.704e-02   0.703 0.482195    
## stat166     -1.385e-02  5.633e-02  -0.246 0.805738    
## stat167     -1.128e-01  5.663e-02  -1.992 0.046475 *  
## stat168     -2.459e-02  5.687e-02  -0.432 0.665512    
## stat169      2.341e-03  5.703e-02   0.041 0.967258    
## stat170     -4.428e-02  5.675e-02  -0.780 0.435235    
## stat171     -2.599e-02  5.755e-02  -0.452 0.651625    
## stat172      1.901e-01  5.675e-02   3.350 0.000814 ***
## stat173     -7.634e-03  5.723e-02  -0.133 0.893890    
## stat174      3.762e-02  5.726e-02   0.657 0.511200    
## stat175     -9.638e-02  5.700e-02  -1.691 0.090918 .  
## stat176     -2.919e-02  5.719e-02  -0.510 0.609749    
## stat177     -5.016e-02  5.704e-02  -0.880 0.379168    
## stat178     -8.780e-03  5.755e-02  -0.153 0.878747    
## stat179      7.833e-03  5.654e-02   0.139 0.889818    
## stat180      3.653e-02  5.657e-02   0.646 0.518483    
## stat181      2.599e-02  5.711e-02   0.455 0.649087    
## stat182      3.979e-02  5.729e-02   0.694 0.487432    
## stat183      8.976e-02  5.682e-02   1.580 0.114233    
## stat184      7.092e-02  5.729e-02   1.238 0.215819    
## stat185      4.818e-03  5.618e-02   0.086 0.931658    
## stat186      4.293e-02  5.744e-02   0.747 0.454900    
## stat187     -5.933e-02  5.675e-02  -1.045 0.295857    
## stat188      6.155e-02  5.675e-02   1.085 0.278159    
## stat189     -6.358e-02  5.707e-02  -1.114 0.265251    
## stat190     -2.803e-02  5.689e-02  -0.493 0.622309    
## stat191     -4.897e-02  5.698e-02  -0.859 0.390168    
## stat192     -4.492e-02  5.741e-02  -0.783 0.433938    
## stat193      3.384e-02  5.746e-02   0.589 0.555930    
## stat194     -9.998e-02  5.691e-02  -1.757 0.079042 .  
## stat195      2.392e-02  5.701e-02   0.420 0.674770    
## stat196     -6.266e-02  5.760e-02  -1.088 0.276696    
## stat197     -5.826e-02  5.672e-02  -1.027 0.304453    
## stat198     -3.913e-02  5.698e-02  -0.687 0.492349    
## stat199      7.190e-02  5.618e-02   1.280 0.200623    
## stat200     -1.339e-02  5.620e-02  -0.238 0.811767    
## stat201      4.254e-02  5.696e-02   0.747 0.455148    
## stat202     -1.272e-03  5.733e-02  -0.022 0.982293    
## stat203      4.000e-02  5.685e-02   0.704 0.481637    
## stat204     -3.884e-02  5.652e-02  -0.687 0.491981    
## stat205      6.371e-02  5.658e-02   1.126 0.260163    
## stat206     -6.731e-02  5.719e-02  -1.177 0.239302    
## stat207      1.075e-01  5.691e-02   1.889 0.058893 .  
## stat208      4.630e-02  5.703e-02   0.812 0.416851    
## stat209      1.204e-02  5.627e-02   0.214 0.830522    
## stat210     -6.352e-02  5.718e-02  -1.111 0.266663    
## stat211     -2.286e-02  5.690e-02  -0.402 0.687844    
## stat212      2.164e-02  5.688e-02   0.380 0.703694    
## stat213     -5.703e-02  5.725e-02  -0.996 0.319233    
## stat214     -8.715e-02  5.683e-02  -1.533 0.125244    
## stat215     -2.077e-02  5.710e-02  -0.364 0.716015    
## stat216     -8.613e-02  5.669e-02  -1.519 0.128786    
## stat217      4.368e-02  5.721e-02   0.764 0.445191    
## sqrt.x18     7.173e+00  2.146e-01  33.425  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 7.297 on 5480 degrees of freedom
## Multiple R-squared:  0.3513, Adjusted R-squared:  0.3229 
## F-statistic: 12.37 on 240 and 5480 DF,  p-value: < 2.2e-16
cd.full2 = plot.diagnostics(model.full2, data.train2)

## [1] "Number of data points that have Cook's D > 4/n: 311"
## [1] "Number of data points that have Cook's D > 1: 0"
# much more normal residuals than before. 
# See if you can check the distribution (boxplots) of the high leverage points and the other points
model.null = lm(grand.mean.formula, data.train)
summary(model.null)
## 
## Call:
## lm(formula = grand.mean.formula, data = data.train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -29.346  -7.106  -1.444   5.673  68.468 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 125.2584     0.1382   906.4   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.71 on 6001 degrees of freedom
plot.diagnostics(model.null, data.train)

## hat values (leverages) are all = 0.0001666111
##  and there are no factor predictors; no plot no. 5

## Warning in plot.window(...): relative range of values = 32 * EPS, is small
## (axis 2)

## [1] "Number of data points that have Cook's D > 4/n: 282"
## [1] "Number of data points that have Cook's D > 1: 0"
##         2689         2932          173         4452         7385 
## 2.745583e-04 9.331561e-05 9.057318e-05 2.913857e-04 1.082908e-04 
##         9881         3952          756         9468         8265 
## 2.064267e-04 1.037350e-05 8.905355e-05 6.296671e-08 8.223854e-05 
##         7775         3239         5947         2569         8467 
## 2.116619e-05 2.402808e-06 1.442083e-04 1.120538e-03 1.840443e-07 
##         7082         5633         3086         5522         4138 
## 3.443192e-07 1.392294e-05 6.656586e-05 2.529151e-05 7.376404e-07 
##         2063         8461         4679         7746          427 
## 5.168752e-05 5.756294e-05 4.565436e-07 9.189593e-05 3.072196e-05 
##         3969         3017         7362         2616         3755 
## 7.493143e-08 6.556577e-07 2.358264e-04 2.076915e-04 1.809545e-04 
##         4718         8312         3452         6027         3293 
## 7.917503e-05 6.944143e-06 4.191343e-06 3.316992e-05 7.977664e-07 
##         3639         5815         2208         7079         2625 
## 8.379344e-05 9.883538e-05 5.755758e-04 1.989042e-04 1.961714e-04 
##         3341         1938         9416         2433         1432 
## 1.355196e-05 1.005664e-04 3.339736e-05 1.520553e-06 6.196421e-05 
##         8296          167         9527         5785            7 
## 1.761362e-05 2.974843e-05 1.239959e-04 1.069824e-04 1.138771e-03 
##         9962         5854          143         2754         4668 
## 6.858710e-05 2.186615e-06 1.013194e-06 9.006593e-05 6.122227e-06 
##         2752         6784         4555          611         5716 
## 2.885233e-05 3.977634e-05 1.478880e-04 1.232881e-04 2.072512e-06 
##         1086         8052         9675          950         2339 
## 8.425678e-06 7.347671e-06 1.646092e-04 1.541297e-04 1.367022e-05 
##          352         2155         5945         9245         2909 
## 1.128592e-04 1.397340e-04 1.962199e-04 6.789938e-08 1.245938e-07 
##         5238         7521         8596         4129         2669 
## 9.621965e-06 3.057784e-04 2.618969e-04 3.484402e-04 2.974192e-06 
##         5919         2016         8599         3309         1958 
## 3.325782e-04 2.714680e-04 2.502291e-04 1.578725e-04 1.561673e-05 
##         1438         2206         6261         6462          623 
## 1.999199e-04 1.357197e-04 2.041838e-03 6.342242e-04 2.520159e-04 
##         6643         1673         5777         8908         7184 
## 2.471551e-05 1.599488e-04 2.219173e-04 1.063960e-07 5.808524e-05 
##         2943         6118         8711         2104         2082 
## 1.407222e-05 2.618408e-06 9.147214e-04 6.552030e-07 6.649267e-04 
##         2663           67         1458         9256         5808 
## 1.046132e-04 2.354162e-04 4.148164e-05 1.003956e-05 6.633921e-05 
##         1017         6976         5582         1371         8657 
## 3.259080e-06 1.046325e-04 4.902478e-05 1.446916e-04 2.519451e-05 
##         2085         8652          438         5379         7528 
## 5.148210e-04 6.879983e-05 5.867120e-06 1.081995e-04 3.011548e-04 
##         1679         8994         2196         2956         3982 
## 1.452067e-04 2.424238e-05 3.582835e-05 6.116010e-06 2.723614e-05 
##          586         4827         9197         2918         4522 
## 1.180716e-03 4.675224e-04 9.199069e-05 3.526093e-05 1.343950e-04 
##           17         4012         4051         1395         1542 
## 9.657027e-06 2.375046e-06 2.469538e-05 2.720902e-06 6.574806e-05 
##         7802         7192         3690         7044         7072 
## 2.155488e-04 8.116802e-05 2.478411e-05 1.051830e-05 1.104231e-05 
##         4985         6191          816         6005          311 
## 1.346818e-07 9.396574e-07 3.886747e-04 1.881372e-04 3.938049e-05 
##         8448          550         7601         4753         1663 
## 3.867360e-05 5.593104e-04 2.112664e-04 3.811205e-04 2.037254e-05 
##         5955         7307         2575         5151         7969 
## 3.024098e-04 5.850712e-05 3.401438e-05 3.171959e-04 4.952485e-05 
##         4819         7942         1786          319         8423 
## 2.819961e-05 1.861899e-06 1.275620e-04 1.231803e-03 1.873197e-04 
##         5697         7027         3073         9669         1720 
## 2.039541e-06 9.294315e-06 1.406660e-04 2.249174e-04 2.571899e-05 
##          400         1210         4441         3060         2734 
## 1.009970e-03 2.934413e-05 1.485160e-04 4.255836e-06 7.738112e-05 
##         6687         5231         2311         7499          629 
## 2.390804e-05 1.571311e-04 5.570538e-05 1.665351e-04 5.344374e-05 
##         5658         3622         4591         3699          964 
## 7.934181e-05 1.173890e-05 3.730760e-04 4.225039e-06 1.131966e-05 
##         6177         8861          689         4206         5004 
## 5.040074e-07 3.488872e-06 7.635962e-05 1.780521e-04 1.823522e-04 
##         5906         7834         6096           51         5683 
## 1.072157e-05 4.668606e-07 7.500762e-05 3.227863e-05 2.856827e-04 
##         5307         6700         2061         1839         8960 
## 2.173180e-05 3.598907e-05 1.140758e-04 9.027017e-05 1.026107e-05 
##         5074         5482         6212         9973         4139 
## 7.111047e-05 1.537234e-04 3.211394e-05 3.761165e-09 2.020147e-03 
##         2755         7108         8983         1466         3097 
## 4.834247e-05 2.973757e-05 3.028200e-05 1.335302e-03 1.439140e-04 
##          605         1732         7466         3675         2725 
## 1.332623e-06 1.686053e-04 1.654758e-04 1.530207e-04 6.889275e-05 
##          401         5200         9727         6001           53 
## 2.795489e-04 2.287372e-06 5.625362e-05 9.485055e-05 1.312405e-04 
##         7696          349         6129         8113          891 
## 3.988344e-06 1.850200e-04 8.542980e-05 2.474390e-04 1.983492e-04 
##         9427         1611          562         8692         5552 
## 3.588472e-04 5.161617e-07 5.496195e-04 8.182428e-04 5.701920e-05 
##         8519         9812          823         8915         9784 
## 1.757111e-04 9.189975e-05 9.468378e-07 4.306754e-04 4.471053e-05 
##         4764          643         1722         7095         4748 
## 6.998847e-05 1.185035e-04 7.177731e-05 5.014681e-06 1.289990e-04 
##          222          799         1584         2362         6152 
## 3.218564e-05 1.628332e-05 1.045378e-04 7.162086e-05 6.299747e-05 
##         2499         6519         7494         7404         4205 
## 5.223504e-04 5.119614e-08 4.575420e-04 8.986188e-05 7.902563e-06 
##         4867         7645         8212         5404          530 
## 4.626852e-05 7.029976e-05 4.382542e-05 2.636731e-04 5.174510e-06 
##          283         2483         7709         4882         7554 
## 1.515418e-05 1.722634e-04 1.774433e-05 5.461377e-05 4.616089e-04 
##         6767         7268          174         4649          984 
## 1.439263e-03 1.632262e-04 5.993945e-04 1.917508e-04 3.294715e-08 
##         4822         6506         4182         8190         7127 
## 7.908909e-05 1.296095e-05 5.520637e-05 3.836087e-04 2.754344e-04 
##         1436         3038         2017          811         3784 
## 6.626821e-04 2.511788e-05 2.589617e-04 7.396820e-05 8.509531e-05 
##         9042         2423         3194          220         6852 
## 5.320712e-04 5.410006e-05 6.204918e-04 4.566861e-05 1.066748e-05 
##         7435         5548         4204         5165         2790 
## 3.394608e-04 1.395103e-04 1.447426e-05 5.592713e-05 6.528489e-05 
##         2386         6721         7459          509          992 
## 5.104549e-06 1.284197e-04 6.899621e-05 2.811043e-05 6.417449e-05 
##         2922           77         7284         8004         8443 
## 2.319123e-04 2.113199e-04 6.551677e-05 2.750963e-04 2.017050e-04 
##         1776         2954         8580         2821         2144 
## 1.221997e-05 2.870100e-05 1.037025e-06 9.762847e-05 3.917830e-05 
##         8843         1230         4435         7628         7312 
## 3.800929e-06 4.198270e-09 3.758943e-04 3.385221e-04 5.758117e-04 
##         9632         7807          884         9583         5396 
## 4.447281e-05 5.195593e-05 1.146196e-05 1.526593e-04 5.627487e-05 
##         3633         7178         2175         9067         6579 
## 5.711101e-06 1.231135e-05 1.137033e-04 2.662619e-05 1.531694e-05 
##         8752         8751         2115         1727         7900 
## 1.329440e-04 2.736223e-04 1.145895e-04 1.663683e-05 5.422732e-07 
##         6814         3694          468         1934         2198 
## 7.697421e-05 2.182319e-03 1.216490e-06 5.271961e-08 2.190648e-05 
##         6858         1764         4314          272           55 
## 1.081533e-06 1.384308e-04 6.981640e-06 5.850090e-06 4.100864e-05 
##         9350         8588         5355         6595         3371 
## 3.535506e-05 1.450408e-05 4.079994e-03 2.185891e-04 3.024083e-05 
##         3211         8473         7444         4074         6783 
## 5.790547e-05 3.393514e-04 5.900883e-04 2.509397e-04 6.594637e-04 
##         5348         3821         8566         1941         4611 
## 6.486657e-07 7.928363e-05 3.269600e-05 1.117759e-05 3.340975e-04 
##         7730         9048         3498         5645         1771 
## 1.015763e-06 2.453165e-05 1.897450e-04 3.186547e-04 2.919006e-06 
##         5113         7344         3656         3708         6503 
## 7.607254e-06 7.938968e-04 8.433936e-06 1.774181e-06 2.542467e-05 
##         9504         5232         6440         9094         8998 
## 5.280075e-05 5.876396e-04 1.836548e-04 1.159980e-05 6.358870e-05 
##         5631         6446         3439          699         6934 
## 4.224533e-06 3.073841e-05 7.459152e-06 2.976387e-05 1.676712e-05 
##         4348         5700         2394         3312         7166 
## 1.395181e-05 1.139547e-04 2.964847e-07 7.101844e-06 1.663700e-04 
##         1278         5530         8343         3046         2808 
## 3.703122e-05 4.048312e-05 3.752632e-06 1.504906e-04 1.087499e-04 
##         6332         4337         8717         7699         3175 
## 9.205940e-05 2.543605e-05 1.466992e-04 2.198474e-05 8.300433e-07 
##         2516         4437         2972         5639         8202 
## 2.895944e-05 1.492410e-07 5.608631e-05 4.684376e-04 1.831322e-04 
##         6017         8950         1452         1194         8606 
## 3.636165e-05 2.001615e-05 3.885382e-06 1.956850e-06 5.948944e-05 
##         6139         8182         5662         2165         7909 
## 1.233987e-04 2.123563e-04 2.308344e-04 2.034372e-04 1.362991e-03 
##         4673         8791         2865         9095         5357 
## 5.710781e-05 3.979191e-04 4.849823e-05 5.488302e-06 2.307855e-04 
##         2854         2126         5764         5015         5365 
## 9.325367e-06 1.309316e-04 1.411648e-06 1.028394e-07 2.307406e-04 
##         7454         2418         8124         4214         5626 
## 1.037068e-04 9.789902e-05 2.875919e-04 1.174205e-04 1.747547e-04 
##         1615         2182         5708          871         5371 
## 6.812797e-05 1.584397e-05 2.298943e-04 5.111579e-06 1.133764e-03 
##         2613         9278         6116          261         1281 
## 3.813206e-04 1.313897e-03 1.337566e-04 1.616955e-04 1.062921e-06 
##         2822         5846         2360         8903         1740 
## 3.513488e-05 1.096456e-04 1.174699e-04 4.484299e-04 3.662688e-05 
##         7798         5930         1955         7073         6380 
## 2.142790e-05 1.081200e-07 9.241971e-06 2.420545e-05 1.266866e-05 
##         6962         7944         8278         8345         8183 
## 5.642045e-06 1.656720e-07 1.040116e-05 7.471365e-06 6.927689e-04 
##         7363         7917         5810         6560         7879 
## 1.235474e-07 2.315609e-04 6.159549e-07 9.499769e-04 2.800605e-04 
##          745         7203         2914         7655         2021 
## 1.171120e-04 1.929792e-03 3.161364e-05 2.809296e-04 3.311028e-05 
##         5547         2319         6318         7703         4312 
## 5.765809e-05 2.694609e-05 3.519341e-05 9.081601e-05 3.412493e-10 
##         7822         3484         5466         4360         6289 
## 6.961662e-05 1.493270e-05 5.004405e-08 1.353122e-04 1.046059e-04 
##         8101         4624         9838         4600         1126 
## 1.152191e-04 2.286385e-05 1.830664e-05 5.782421e-08 7.815239e-04 
##         3247         4791         4698         5440         6019 
## 6.171424e-04 5.245463e-06 6.650019e-06 1.184281e-05 3.592472e-04 
##         9643          688          196          835           10 
## 1.260765e-05 7.795769e-05 8.314096e-04 3.059122e-05 1.239998e-07 
##         2222         8454         8033          129         2966 
## 3.178706e-04 1.267747e-04 5.392467e-06 3.499352e-04 8.583070e-05 
##          259         7356         6714         8856         3509 
## 1.113616e-03 7.785483e-04 2.811742e-04 4.211470e-06 8.383764e-06 
##         9677         8171         6153         2290         3347 
## 6.805496e-05 4.283545e-04 8.583553e-08 3.030266e-04 2.813892e-04 
##         9228         7341         4625         5760          765 
## 7.704337e-05 1.321489e-04 8.037780e-05 5.060204e-05 6.787376e-07 
##         4844         9169         7967         3241         7230 
## 1.611827e-04 1.438845e-04 4.956661e-05 5.206194e-04 6.018258e-04 
##         3802         2744         8790         4449         7471 
## 2.889467e-04 7.281901e-07 9.673534e-05 3.331886e-04 5.680962e-07 
##         4398         1073         2946         1028         7658 
## 2.385753e-05 8.242090e-04 2.943956e-03 1.256748e-04 1.813922e-06 
##         2108         7199         4535         3636         2662 
## 4.339294e-04 4.005303e-04 3.059098e-05 1.266729e-04 1.135800e-04 
##         8651         1831         1322          282         4912 
## 1.125758e-05 1.126971e-04 1.285355e-04 4.370518e-05 7.442651e-05 
##         9405         6014         6792         8299         9298 
## 1.960192e-04 1.259791e-07 1.952000e-04 2.443116e-05 5.759097e-05 
##         6200         6580         3440         8681         1810 
## 1.327832e-04 9.912896e-05 5.598759e-04 1.365715e-07 1.657386e-03 
##         5984         1900         9975         4465         4127 
## 6.726913e-05 3.904557e-04 5.262858e-04 5.310730e-05 9.678421e-05 
##         8822         9888         8509         7593         4831 
## 3.827389e-04 7.104034e-05 3.707171e-06 1.449373e-04 5.867975e-05 
##         8111         3419         4984         9289         4208 
## 6.853647e-04 1.596390e-08 4.882369e-05 3.959000e-05 3.805989e-07 
##         4792         3043         7886          322         4796 
## 4.331051e-04 2.818946e-05 1.758027e-05 1.223905e-04 1.486936e-05 
##         5775         7419         1355         3672         2703 
## 1.809833e-04 1.971470e-04 3.623970e-05 3.072882e-05 1.259265e-05 
##         7352         1601         6848         8910         1189 
## 8.108087e-05 8.179571e-05 2.171156e-04 1.698634e-04 9.840391e-05 
##         1905         7697         4928         1196         7842 
## 3.672885e-06 1.487334e-04 1.575000e-05 1.159415e-04 4.128560e-06 
##         6608         8187         3089          630         5887 
## 9.562393e-06 3.488435e-05 6.851781e-05 5.972858e-05 9.663588e-07 
##         9721         5037         2791         4675         4648 
## 9.452746e-05 6.978697e-05 7.451477e-06 5.424652e-05 1.110868e-07 
##         7174         8708         5358         5844         3388 
## 2.788916e-05 1.409217e-04 2.161241e-04 5.412351e-04 2.403790e-04 
##         9977         8949         2013         5115         9149 
## 1.244646e-05 5.012332e-05 1.703411e-04 7.271062e-06 3.916128e-04 
##          108         6084         3678         5061         4557 
## 3.387083e-05 3.904777e-06 2.559812e-04 1.010729e-04 1.603120e-04 
##          182         5894         9665         1176         1757 
## 5.840314e-04 1.533414e-05 6.488882e-07 3.463455e-05 1.975387e-05 
##         6505         1967         6481         9240         8530 
## 9.568496e-05 2.282854e-05 4.632618e-04 2.456590e-05 6.524739e-05 
##         1918         2103          209         1036         7580 
## 1.097881e-03 4.853396e-05 7.641903e-05 1.908785e-05 1.633450e-04 
##         6888         3279         9440         6355         5008 
## 5.049403e-05 9.788850e-06 4.686891e-08 1.552566e-04 1.366362e-05 
##          589         4147         7991         3098         6053 
## 8.535672e-05 4.536646e-04 7.354687e-05 2.918402e-08 1.245219e-04 
##         6789         4652         1627          294         6625 
## 3.381236e-04 3.416646e-04 4.273895e-05 5.460501e-05 2.829160e-10 
##         5020         8797         2917          146          954 
## 1.509274e-04 1.279614e-06 2.140091e-04 1.723170e-06 2.372765e-04 
##          508         5247         6066         8639         2383 
## 5.158921e-04 1.788015e-05 9.748692e-05 5.353219e-05 3.720756e-04 
##          439         7217         7398         9191         8559 
## 5.301142e-05 1.600644e-05 1.392994e-04 1.785849e-04 1.996199e-05 
##         9476         7866         2834         3993         9907 
## 3.624168e-06 6.983602e-06 1.544090e-05 4.068125e-05 1.856058e-05 
##         3958         2275         5445         9876         2517 
## 6.301943e-04 3.236319e-05 6.514585e-05 1.059803e-05 5.067717e-06 
##          690          364         5638         5471         8242 
## 6.201452e-07 3.177681e-05 2.159828e-05 2.600239e-04 3.379903e-05 
##         3934         6339         9362         9924         2523 
## 6.342283e-06 8.890797e-05 8.517158e-06 1.700827e-04 4.797486e-05 
##         7161          659         5907          243          913 
## 3.273396e-05 1.809496e-05 9.159960e-05 5.612120e-04 1.151409e-04 
##         8382         6150         8282         4908         9960 
## 1.745018e-04 3.595215e-06 2.103646e-05 1.969416e-06 4.165827e-05 
##         4692         4929         1492         5723         3183 
## 6.768437e-06 8.702567e-05 5.927507e-05 3.236078e-04 3.799326e-05 
##         8128         2341         7291         9769         7198 
## 2.005051e-04 2.685157e-04 1.905885e-04 8.590273e-05 2.300348e-07 
##         4125         9868         5573         1830         4694 
## 1.327168e-04 2.812045e-05 1.492007e-04 1.848342e-06 1.423505e-04 
##          435         4561         6864         5568         1061 
## 4.774027e-04 1.100480e-04 1.728336e-04 1.006262e-04 2.015355e-04 
##         6981         1358         1286         2693         1276 
## 2.794248e-06 6.669159e-05 2.058101e-05 9.345535e-05 4.080518e-07 
##         4015         3204         9103         3583         5819 
## 4.835949e-05 1.283918e-05 6.446385e-05 3.190508e-06 1.733651e-04 
##         9125         7789         3617         3138          773 
## 6.794701e-07 2.599843e-04 1.213865e-04 3.368995e-07 1.967318e-04 
##         7223          991         3478         5649         7505 
## 2.762026e-04 1.889551e-05 1.004298e-04 2.423100e-04 3.293212e-04 
##         1723         5305         1564         9927         5572 
## 2.572390e-06 6.166961e-05 1.511890e-04 6.898458e-05 1.417444e-04 
##         3749         3255         4890         6364         1648 
## 9.866261e-05 2.784036e-04 1.499939e-05 5.742769e-06 5.932072e-04 
##         8766         1511         3200         4049         5577 
## 3.541679e-04 1.477984e-04 2.574964e-07 1.864243e-03 4.063873e-06 
##         8029         7712          440         8009         4001 
## 1.364716e-04 3.993060e-05 9.258140e-05 4.973502e-05 9.259751e-05 
##         7041         7618         7656         3697         5484 
## 2.720554e-05 4.780367e-08 8.284119e-05 2.352500e-04 1.335343e-04 
##         9745         1734         7624         1961         3004 
## 1.024448e-05 1.840655e-04 3.216041e-05 2.336304e-04 2.295604e-05 
##         6507         5375          800         8368          644 
## 5.605297e-04 4.673029e-05 1.906505e-04 3.170607e-04 4.353223e-05 
##         2348         9972         6861         4681         1863 
## 1.048070e-04 9.185282e-06 1.618632e-04 8.282753e-05 2.585975e-05 
##         2086         2505         7738         2073         2296 
## 9.318347e-06 1.204377e-06 5.661395e-05 6.648982e-04 8.308933e-05 
##           82         3608         5559         2919         8444 
## 2.374641e-05 1.963455e-05 1.087218e-04 1.501799e-05 1.651601e-04 
##         4951         9367          656         9115         3783 
## 7.483900e-04 2.237547e-04 4.708277e-04 1.254535e-04 1.753676e-04 
##         4861         2657         6361         8174         9625 
## 3.569423e-04 4.816748e-05 1.576314e-04 4.447758e-05 2.119183e-05 
##         2650          938         6030         3822         4240 
## 3.963101e-04 1.753629e-05 4.883172e-05 7.016722e-05 3.908147e-04 
##         1634         1206         1952         6661         9777 
## 1.588658e-05 8.803855e-05 6.568796e-06 8.241543e-05 4.627824e-05 
##         3436         5543         4005         7727         6582 
## 3.504914e-07 2.176779e-04 1.650360e-04 5.006744e-07 8.205997e-05 
##         5373         1435          579         7292         8447 
## 8.065755e-06 3.188880e-04 2.161048e-05 9.961778e-06 8.287599e-05 
##         2228         9711         5595         3290         9247 
## 3.566791e-05 6.102115e-05 6.834726e-05 1.013301e-05 8.310310e-04 
##         8421         2180         1866         3420         4596 
## 5.401631e-05 6.693383e-07 7.776500e-07 2.591848e-06 1.748969e-05 
##         9050         8895         4850         5667         6691 
## 2.106997e-04 6.121461e-05 3.402940e-04 2.125449e-04 9.449777e-05 
##         2797         3786          185         5966         5183 
## 1.162100e-07 6.223397e-05 2.477216e-04 4.534366e-04 4.502360e-05 
##         3680         2979         6547         8619         9392 
## 6.522183e-06 1.066150e-04 1.449299e-06 1.556083e-05 8.996891e-05 
##         7135         2282         8271         7109         7793 
## 2.733180e-04 5.427031e-04 4.907807e-06 2.708085e-04 5.408539e-04 
##          740         6941         1255         3858         6930 
## 1.135500e-03 5.529770e-05 1.722245e-04 1.187141e-06 2.294250e-05 
##         9952         8276         4099         4878         7602 
## 9.143721e-05 3.406228e-06 8.538705e-06 1.141801e-05 1.446141e-05 
##         6757         7210         6334         8548         6706 
## 6.078788e-04 8.192402e-05 4.398003e-05 2.197521e-04 9.737807e-06 
##         3430         7190         1843          825         2730 
## 1.220645e-05 4.117586e-05 1.255137e-04 3.663741e-04 5.590081e-05 
##         8602         8194         5959          249         6256 
## 8.833864e-06 5.371963e-05 1.998690e-04 4.020560e-05 3.500891e-06 
##         3700          990         7707         9249         8838 
## 2.218590e-04 2.808903e-07 2.496926e-06 7.392428e-07 6.674222e-05 
##         2527         6785         2189         8189         4321 
## 5.692850e-04 5.578534e-04 1.253969e-04 4.368038e-07 4.613009e-04 
##         4618         1441         9984         4726         5481 
## 7.420756e-04 3.658632e-06 9.835455e-06 1.255509e-05 9.178993e-05 
##         3024         1254         9284         7253         6772 
## 8.733833e-05 3.097499e-04 1.573384e-05 4.295482e-05 1.189195e-05 
##         3602         9005         1437         8160         7963 
## 5.692009e-04 5.393720e-05 3.846110e-04 3.484658e-06 2.291592e-05 
##          877         1706         2907         6975         3318 
## 1.334106e-06 2.086897e-04 2.108696e-04 7.239091e-05 5.967590e-05 
##         5064         5319         6777         8326          692 
## 7.140780e-05 1.920915e-04 2.824871e-04 1.051668e-03 3.992460e-05 
##         5256         2074           42         9798         3092 
## 7.915133e-05 2.743868e-04 3.949419e-04 9.797306e-06 2.400380e-05 
##         1719         3376         1299         5372         9576 
## 5.002717e-08 4.503715e-05 2.808163e-06 3.883008e-06 3.742069e-04 
##         3887         5624         5888         8034          543 
## 7.906976e-05 2.967469e-05 2.961230e-04 6.453827e-09 1.535461e-04 
##         6249         3373         3470         5218         7071 
## 2.417316e-04 1.203706e-03 1.152805e-04 1.225632e-04 4.909339e-05 
##         2824         3660         6875         1311         7328 
## 1.890686e-05 2.082875e-04 1.232119e-03 4.809301e-05 1.067781e-04 
##         4293         2092         8541         3992         9694 
## 7.960746e-05 1.409284e-05 5.402259e-05 1.764736e-04 9.827545e-07 
##         9047         1856         3134         8170         8219 
## 1.516013e-04 1.630618e-05 1.013575e-05 1.058877e-04 2.143863e-06 
##         4088         3640         5091         7786         8659 
## 4.032581e-06 1.193571e-05 1.128193e-04 4.726673e-05 1.070046e-05 
##         6859         8970         5121         4761         9437 
## 8.861698e-05 1.848782e-04 7.797270e-04 1.479802e-04 7.072700e-05 
##         7215         4663         6724         9099         1195 
## 8.472529e-04 7.695319e-07 3.871102e-04 3.318829e-04 3.074084e-04 
##         5607          260         7313         1038         3728 
## 5.742763e-04 1.989161e-04 3.352934e-04 2.183519e-04 6.378717e-05 
##         6026         4067          528         2429         3389 
## 3.707249e-05 2.260664e-07 7.118705e-05 4.957792e-05 1.321904e-04 
##         1630         1759          136         1095         5045 
## 1.470937e-05 9.258091e-05 4.540165e-05 1.368393e-04 6.223283e-05 
##         4894         4232          463         7062         6788 
## 1.036372e-04 2.122355e-03 3.631201e-04 3.620591e-06 1.716101e-04 
##         6811          356         1974         9906         9229 
## 3.811314e-04 8.703097e-05 3.407568e-04 1.395276e-04 2.563205e-05 
##         1137         8520         2618         9948         8795 
## 1.363492e-05 2.769277e-05 1.773128e-04 5.353910e-06 1.917458e-06 
##         3259         4732         9463         4197         8501 
## 1.298473e-04 1.375520e-06 6.948817e-10 3.468432e-06 7.724412e-05 
##          609         1559         2508         9585         7076 
## 2.862921e-05 2.268498e-05 1.003549e-06 1.595825e-07 6.825480e-06 
##         7442         2852         4629         6110         9471 
## 4.716348e-05 7.086996e-05 5.039973e-04 6.497485e-06 2.908830e-05 
##         9459          721         4020         2015         7279 
## 1.107936e-06 2.564346e-05 4.066369e-08 1.511279e-05 1.947780e-06 
##         4818         7555         7682         2552         1789 
## 1.906366e-06 3.974404e-04 7.162855e-05 1.075962e-04 5.507708e-05 
##         1213         3327         2785         8287         3349 
## 1.546507e-04 1.054162e-06 7.864783e-04 5.176527e-04 9.801715e-06 
##         3721         7823         4381         5833         8807 
## 1.706516e-04 2.223413e-05 7.744285e-05 1.115256e-06 6.816435e-03 
##         1636         1725         3233         2692          165 
## 1.978611e-05 1.193275e-04 2.553835e-04 7.921561e-06 1.359841e-05 
##         9079         7852          142         5498         9878 
## 1.577832e-03 1.247752e-04 3.970998e-04 7.096196e-05 9.707936e-05 
##         1235         6290         5832         8007         4906 
## 5.272218e-05 6.978342e-04 2.704235e-05 1.907021e-04 1.236809e-06 
##         8661         2746         8969         1935         7541 
## 1.471958e-04 6.751210e-06 1.397564e-05 5.270663e-05 1.130862e-04 
##         6121         3634         6692          612         7550 
## 2.176666e-06 3.273784e-06 6.608176e-07 3.428138e-05 1.173809e-04 
##         2270         3531         2245         9885         5124 
## 1.041459e-04 6.057227e-04 3.095303e-06 2.037720e-05 3.046510e-06 
##         7008          505         8018         3849         7534 
## 2.987613e-05 3.675496e-06 5.403827e-06 5.676244e-05 1.423074e-04 
##         6331         4318         3429         6534         6663 
## 1.242948e-04 2.499137e-06 1.155191e-07 5.533142e-05 9.011392e-07 
##         2726         7151         8466         7167         5812 
## 1.847061e-04 7.893987e-04 3.785767e-05 2.782906e-05 1.882769e-04 
##         1480         3314         7485         9318         1405 
## 2.001563e-05 2.007556e-04 2.317409e-05 8.674407e-06 9.068420e-05 
##         4389         5882         1382         7165         4471 
## 3.929057e-04 1.486994e-05 1.201601e-05 1.178592e-04 3.951437e-04 
##         5711         8521         1140         9346         6032 
## 1.594868e-06 2.535988e-04 3.222232e-05 5.969526e-05 6.417599e-05 
##         6851         2606         8464         7978         8036 
## 1.650939e-04 1.323337e-04 1.479477e-06 5.270959e-05 1.525388e-05 
##         8217         8739         7561         9584         1922 
## 2.998160e-05 1.693282e-07 8.818019e-04 1.130542e-07 6.266956e-05 
##         5589         8035         4255         4676         8671 
## 1.680360e-04 2.390883e-04 1.669822e-04 1.625725e-04 1.865399e-05 
##         9399         4765         4200         6926         1695 
## 1.411708e-05 1.706462e-04 4.673304e-05 8.425048e-05 6.238190e-04 
##         9993         2118         7888         8979         4771 
## 1.020574e-04 8.414327e-07 3.199555e-04 4.073664e-05 1.884465e-04 
##          604         9690         7989         4396         6832 
## 1.402501e-06 2.562635e-06 3.057474e-05 5.177226e-05 6.693223e-08 
##         1370         8061         1457         7097         2817 
## 5.338911e-06 6.507692e-05 1.569820e-05 1.252196e-03 1.038671e-04 
##         4101         6007         1785         5500         7085 
## 1.829459e-07 4.100092e-04 1.117796e-05 1.549874e-04 2.411913e-04 
##         2452         8733         8611         6182         5429 
## 6.641102e-05 1.848291e-05 3.030767e-05 1.580494e-04 3.487341e-05 
##         5149         8407         4781         3702         7475 
## 1.745466e-04 1.263659e-05 4.693723e-05 7.605576e-05 2.459202e-06 
##         6815         9353          838         9765         9859 
## 1.117751e-04 1.771151e-04 4.647322e-04 2.707678e-06 2.745624e-04 
##         1193         8338         3105         9237         7118 
## 9.713842e-05 8.420610e-05 5.609436e-05 5.095442e-05 5.039386e-04 
##         7718         8987         5921         6653         9272 
## 7.986360e-05 4.315203e-05 5.231423e-07 8.732387e-05 6.924147e-05 
##         6525         7988         3590          396         7548 
## 3.387481e-05 1.425722e-05 9.408933e-05 2.606683e-04 7.948288e-05 
##         2145         7243         2836         5564          101 
## 2.026900e-04 5.495147e-04 2.078221e-04 9.390527e-05 3.134603e-05 
##         9363         6111         9738         2843         1825 
## 8.962210e-07 1.414221e-04 1.054947e-04 5.052925e-05 4.144544e-05 
##         6470         9901         4026         9184         9084 
## 4.749287e-05 1.098013e-05 1.757429e-04 2.750334e-04 3.340177e-05 
##         7585         1567         5444         9592         7212 
## 9.282333e-05 1.532951e-04 1.705819e-04 8.269490e-04 2.662740e-05 
##         3329         5018         9620         7327         1554 
## 5.281104e-05 3.982891e-05 6.388140e-06 2.960074e-04 4.097391e-05 
##         7838          478         1746          270         8401 
## 1.100880e-04 2.495675e-04 1.225640e-05 7.936140e-07 3.844360e-04 
##         1701         7804          854         2354         4619 
## 9.154074e-05 2.139135e-09 4.369378e-06 2.003352e-07 6.711898e-05 
##         7598         3415         4417         5236         5497 
## 1.278594e-04 5.757073e-06 1.303383e-03 9.356313e-04 6.935338e-06 
##          138         5181         7715         9488         5353 
## 6.393054e-05 1.159022e-04 1.582632e-04 4.279564e-05 1.134829e-04 
##         9426          490         7557         9530         8727 
## 1.715503e-04 2.839885e-05 2.264908e-05 7.223267e-05 2.531247e-05 
##         8131         1842         4025         4627         5160 
## 1.165528e-05 8.902535e-05 2.109953e-06 5.507183e-05 1.029264e-06 
##         7673         4572          988         7547         9053 
## 6.240758e-10 1.801013e-05 5.842916e-07 1.005702e-04 9.462647e-05 
##         5243         3126         1829         8592         7684 
## 6.096865e-05 1.119732e-04 1.409923e-04 1.242147e-04 4.308606e-05 
##         2146         1184         6617         2283         3020 
## 4.714743e-05 8.766587e-06 1.103340e-05 6.327055e-07 3.726186e-05 
##         9804         3546         8424         2324         8542 
## 7.114568e-05 3.760000e-07 2.884244e-06 7.202401e-05 1.234225e-05 
##         2044         6932         2561         8981         4124 
## 3.579440e-05 2.633576e-05 5.966899e-06 1.650698e-07 2.392720e-06 
##         3353         8306         5546         1060         1610 
## 1.624855e-05 7.371156e-04 5.093250e-05 1.040672e-04 1.757183e-05 
##          346         1319          387         3991         7185 
## 6.185905e-04 2.658408e-06 2.050227e-05 2.135963e-04 9.584371e-06 
##          307         7671         1035         1108         1467 
## 3.103198e-04 4.515007e-04 1.265653e-04 7.060566e-05 3.301298e-04 
##         3189         9366         2186         6909         4973 
## 3.673340e-04 3.490200e-04 1.011118e-04 1.377514e-07 1.919296e-05 
##         8095         4734         9552         1713         2637 
## 1.909892e-05 2.408062e-05 9.656509e-07 4.458457e-06 1.596376e-04 
##         4195         4496         4422         4267         9508 
## 7.178722e-05 1.114587e-06 2.892680e-04 1.085001e-04 3.947776e-06 
##         6371         7252         1418         8053         5314 
## 6.134602e-05 1.453006e-05 1.594989e-06 2.474719e-04 6.940612e-04 
##         7559         8988         7030         1388         8916 
## 1.984911e-04 4.785646e-04 2.791672e-05 1.998061e-06 1.682137e-05 
##         5592         9509         9929         9954         5384 
## 7.042115e-05 1.642140e-04 2.630766e-05 1.997107e-03 1.368307e-04 
##         4799         5612         3129         2416         6781 
## 1.626563e-04 2.838309e-04 2.936643e-05 1.034248e-04 1.782044e-04 
##         5929           66         5156         3307         4432 
## 3.220967e-07 3.426300e-05 3.496750e-06 5.516792e-05 1.196130e-04 
##         4409         1680         6392         8192         7154 
## 2.434883e-04 1.297484e-05 2.213452e-04 3.694436e-06 2.427306e-06 
##         6384         6862         9479         6573         6854 
## 6.677329e-10 7.160314e-05 5.557214e-05 2.471265e-04 2.391558e-04 
##         8759         5745         8595          968          420 
## 6.278989e-04 1.142989e-06 3.051681e-06 9.201738e-05 7.140081e-05 
##           28         5302         8344         5734         3800 
## 9.191835e-06 1.645328e-04 4.471582e-05 7.474380e-04 2.245874e-05 
##         2487         5877         3116         6770         8013 
## 2.936658e-05 1.161722e-05 4.049050e-05 1.145781e-05 3.907052e-04 
##         2952         4954         3837         5161         2019 
## 2.236243e-04 1.434556e-04 1.167009e-04 3.717693e-05 8.351291e-05 
##         5749         6421         2796         2690         5272 
## 6.242001e-05 4.417969e-05 1.436761e-04 3.053692e-04 4.551386e-05 
##         3919         8557         3549         3497         3774 
## 3.936959e-05 8.905751e-05 1.090227e-11 3.031751e-04 2.554081e-04 
##         9964         4730         6382          804         9679 
## 6.533506e-06 8.809318e-04 3.092360e-06 5.441645e-04 6.916356e-05 
##         6068         6646         8626         2489          867 
## 2.648405e-04 4.680878e-05 3.263264e-04 4.894084e-04 1.333943e-06 
##         4292         1852         7147         6122         6035 
## 7.728090e-06 1.935801e-05 2.290573e-04 1.012173e-05 1.232512e-04 
##         5336         3915         4690         4380         4751 
## 6.216152e-05 2.636391e-05 4.786125e-06 6.748218e-04 3.560682e-05 
##          510         7050         5623         4176         2891 
## 5.158594e-04 1.639958e-05 8.128471e-06 3.085006e-04 7.540048e-07 
##         1577         3947         7099         5768         8513 
## 9.929420e-06 2.750247e-04 5.995065e-06 2.184426e-05 4.392228e-07 
##         4583         5504         9235         7763         2781 
## 2.284908e-05 2.003208e-05 6.632106e-05 1.143395e-05 5.679088e-05 
##          727         5506         9477         2587         7175 
## 6.600398e-05 6.432515e-06 1.514828e-04 8.728801e-05 2.227679e-05 
##         2837         9188         4492         6319          285 
## 1.659913e-04 2.117649e-05 5.410589e-04 1.457572e-05 8.075713e-05 
##          591         9890         3930         2848         5126 
## 2.293921e-06 7.639387e-06 4.547518e-05 2.381663e-05 5.320189e-04 
##         6685         3844          994         8297         7270 
## 5.788946e-05 2.825869e-04 3.409992e-05 8.359503e-06 1.276799e-04 
##         6303         4096         1269         3157         1586 
## 5.523706e-05 1.433916e-06 1.105632e-04 1.778766e-05 1.665942e-04 
##         3168         4717           39         1030         4996 
## 6.446490e-05 2.724783e-04 1.395501e-05 3.700750e-05 4.425133e-05 
##         6287         3954         3902         8956         3242 
## 2.602093e-04 5.193014e-04 2.966179e-05 1.736008e-05 4.367533e-06 
##          122         4495         3039         9040         3920 
## 9.109991e-05 1.759042e-05 4.960760e-06 6.594024e-04 6.922971e-06 
##         8410         3790         8240         2059         3897 
## 1.499453e-04 6.609080e-05 6.999399e-05 5.588485e-06 8.850407e-07 
##         1348         4543         9513         8888         2012 
## 1.862223e-04 1.834233e-04 1.925479e-06 8.883483e-05 3.131476e-06 
##         5570         1714         5476         2135         6554 
## 7.091729e-05 2.273626e-05 3.163811e-05 1.540946e-05 1.185702e-05 
##         8458         2802         9724         1170         6143 
## 7.822081e-05 3.598969e-05 3.105244e-04 7.503257e-06 1.270576e-04 
##         5816         2960         7851         1443         9342 
## 4.440096e-05 1.544197e-04 3.950874e-05 4.701108e-05 1.413467e-05 
##         2141         5884         2087          665         9407 
## 5.503529e-06 5.733182e-04 2.600765e-05 2.600480e-05 1.220800e-04 
##         7441         1002         6678         8317         3230 
## 3.583063e-04 1.048869e-05 5.446891e-05 3.235761e-05 4.817858e-04 
##          607         9180         7415         9492         6090 
## 5.492050e-05 1.240146e-06 3.373695e-05 6.287632e-05 9.933993e-06 
##         1858         9326         5740         4909          873 
## 2.897132e-06 3.465059e-04 1.771531e-03 7.874915e-05 3.191990e-04 
##         2355         7372         2597         7263         5918 
## 1.071504e-04 3.886320e-05 6.354929e-05 1.941266e-07 4.660359e-06 
##         3414         1865         5102         8142         5105 
## 4.974386e-05 3.751618e-04 5.711955e-05 4.156351e-05 5.772293e-05 
##         8266         6346         3409         5182         3722 
## 1.526224e-05 2.598233e-04 9.613190e-05 7.683207e-05 5.010119e-05 
##         9676          418         9847         7189         5318 
## 9.544186e-05 7.487426e-05 2.674249e-04 8.482585e-05 3.683575e-05 
##         8285         5904         4433         4821         1912 
## 6.176615e-06 9.250035e-05 5.911110e-09 1.612462e-04 9.798297e-06 
##         4068         5431          864         3220         5780 
## 9.563760e-05 1.448460e-04 5.032996e-05 6.046112e-05 1.612356e-04 
##         3827         1791         1809         8360         3989 
## 1.478937e-04 1.217770e-04 8.925820e-05 9.459200e-05 2.994428e-06 
##         1902         2307         1208         7438         3264 
## 2.468790e-05 9.339385e-05 1.048186e-06 4.811265e-04 2.307736e-06 
##         4159         4688           38          945         3009 
## 3.243049e-06 2.652746e-04 1.138115e-05 1.933785e-05 3.410672e-04 
##         7956         1121          476         6258         5632 
## 2.573182e-05 7.532747e-04 2.249760e-05 7.380634e-04 1.241756e-05 
##         5883         7457         3776         6807         5207 
## 1.338945e-04 2.337630e-05 2.894254e-06 1.975328e-05 2.091800e-06 
##         1444         7260         2176         2278         8705 
## 1.276788e-04 3.176720e-06 1.540520e-05 9.216814e-05 1.862724e-05 
##         9514         5119         2088         2721         9807 
## 4.325431e-06 2.126084e-04 3.631850e-07 2.698084e-05 7.830189e-06 
##          111          555         5793         2373         5505 
## 1.185077e-05 9.278445e-05 5.226372e-05 3.816291e-03 5.382760e-05 
##         6804          627         3044         4112         9385 
## 7.501556e-04 1.340140e-05 1.210014e-04 7.530826e-07 6.709388e-05 
##         9611         2071         5313         1131         1163 
## 3.971238e-05 1.409217e-06 2.248367e-04 2.054918e-04 3.618806e-05 
##         5900         4185         8648         1860          135 
## 4.896110e-05 1.493682e-04 2.825756e-05 4.367544e-06 5.508092e-04 
##         4570         9598         1497         8041         1053 
## 4.011357e-05 1.139119e-03 3.536349e-04 6.412356e-04 2.548770e-04 
##         7752         2297         9844         3505         6016 
## 3.950756e-06 5.322898e-06 8.804938e-06 3.361330e-07 9.074964e-05 
##         7617         4848         2950         6295         7287 
## 6.889600e-05 8.628130e-06 2.690975e-04 1.133897e-03 1.226512e-04 
##         9082         3514          177         8827          559 
## 7.824833e-05 6.168505e-05 3.390570e-04 3.485270e-04 8.557324e-06 
##         1862         8259         5979         1509          679 
## 9.523949e-05 1.133897e-03 3.639360e-04 5.238553e-05 2.394281e-04 
##         7713          155         7463         6321         1147 
## 6.721486e-06 1.238163e-04 5.952654e-05 4.125307e-04 2.388866e-05 
##         9226         4972         2511         1331         8483 
## 1.219215e-04 7.096681e-07 8.858890e-05 9.475460e-05 1.680821e-05 
##         6637         1795         8180         2132         8571 
## 6.853805e-04 2.339554e-05 3.420885e-06 2.289796e-05 5.693935e-05 
##         2977         7906         1219         5925         1078 
## 1.557967e-07 6.822998e-05 4.854732e-06 3.939877e-05 1.863735e-06 
##         8108         2623         3637         5579          961 
## 2.010443e-04 1.235442e-04 7.108103e-05 8.131771e-06 1.151257e-06 
##         3243         5909         3001          985         5634 
## 1.486782e-05 1.502707e-04 3.579536e-05 3.826339e-05 7.146853e-04 
##         4658         4552          666         6626         3685 
## 3.928467e-06 2.189894e-06 7.852680e-05 4.762708e-05 1.209522e-05 
##         6008         8603         2615         8818         4502 
## 3.472544e-06 1.816594e-04 6.432695e-05 3.362078e-05 1.258008e-06 
##         7124         4320         8417         9280         5537 
## 1.903537e-05 1.653642e-05 6.476221e-06 3.801653e-05 3.976485e-06 
##         4230         4227         5866         7539         1770 
## 5.033530e-04 6.576246e-06 1.561176e-04 5.505870e-05 4.198482e-07 
##         9371         6454         1284         1781         7726 
## 7.862449e-05 5.611747e-05 2.072622e-05 1.936502e-05 5.764942e-05 
##         9231         4275         9195           33         2803 
## 4.131489e-05 5.844518e-05 1.334609e-06 4.452221e-06 9.647392e-05 
##         7322         4714         5212         2410         9728 
## 3.958497e-05 1.205780e-05 2.107362e-04 2.300735e-05 1.441661e-05 
##         3019         2849         8911         2130         9862 
## 8.300570e-05 1.365499e-04 1.643467e-04 1.369463e-03 6.031027e-08 
##         2415         2070         7529         4339         1565 
## 1.179630e-04 5.069860e-04 6.783793e-05 5.800956e-05 9.543927e-06 
##         6395         4823         3893         2060         4158 
## 8.190306e-08 1.872323e-04 4.495093e-05 7.880005e-05 6.411044e-05 
##         3792         9483         5308         5163         5253 
## 7.220817e-05 4.172235e-05 1.020214e-04 2.214891e-05 6.906922e-06 
##          744          836         1717         8609         9365 
## 1.901372e-05 2.024861e-04 1.713286e-05 4.783417e-04 1.556522e-04 
##         3940         2605         6593         4847         3232 
## 1.102024e-05 2.212375e-08 1.386615e-05 8.806297e-05 1.961988e-05 
##         7571          704         7610         8944         6642 
## 1.051942e-05 3.419051e-04 3.985870e-05 7.224345e-05 7.980540e-07 
##         4881         3124         2201          516         9230 
## 1.565480e-04 1.350767e-04 2.508964e-05 3.754224e-04 7.404188e-06 
##           56          547         7525         4141         9331 
## 8.172590e-07 1.036512e-04 1.713318e-04 9.257124e-06 2.719663e-05 
##         4686          956          421         7376         1596 
## 8.948258e-05 1.180116e-04 1.965608e-04 2.921153e-04 1.204074e-04 
##         3861         4254           92         4330         7815 
## 2.757335e-05 3.160085e-04 2.415364e-06 4.628635e-04 6.873520e-05 
##         9253         5194         2512         9275          345 
## 6.885124e-05 3.286481e-04 5.775368e-04 6.115746e-06 9.297718e-08 
##         8140         5927         4488         4744         7863 
## 6.228314e-05 9.076756e-04 1.170850e-05 2.244638e-05 1.343503e-04 
##         3662         9097         6475         5278           74 
## 4.023796e-04 7.416727e-07 1.553715e-05 1.275517e-04 5.164102e-07 
##         3713           43         6134         2709         2995 
## 6.965834e-05 1.053066e-05 6.726788e-05 5.671405e-05 3.595555e-05 
##         8225         5288          935         1247          205 
## 1.842563e-06 3.188643e-06 2.700037e-07 2.267150e-05 1.343866e-03 
##         2142         2425         2701         2325         8573 
## 1.087980e-04 1.332806e-06 2.850633e-05 4.447390e-05 9.714689e-05 
##         9013         8495         7997         9595         9057 
## 4.899787e-05 6.188414e-05 1.642675e-05 2.353616e-04 3.655456e-07 
##          417         5022         4964         4994         8478 
## 5.460563e-05 4.012746e-04 2.738407e-05 2.315997e-05 6.239223e-05 
##          123         2486          621         2158         9787 
## 5.866486e-05 3.253674e-07 4.010296e-04 1.735296e-04 1.134953e-03 
##         7737         7298         6342           20         7137 
## 4.978119e-06 5.275121e-07 1.183588e-04 1.738088e-04 7.022610e-05 
##         6144          568         6270         4513         5686 
## 3.030962e-05 5.887390e-04 1.308459e-04 1.976891e-05 4.982238e-05 
##          982         8438         3998         8907         7892 
## 5.126046e-05 9.670047e-05 2.448377e-04 6.493903e-04 2.562788e-04 
##         9980         7119         4594         4309         1042 
## 7.973611e-04 2.979343e-04 2.103837e-04 3.556502e-07 4.073557e-05 
##          452         3946         1429         6381         2567 
## 1.567438e-08 9.927334e-05 9.602980e-04 3.977629e-08 4.063095e-05 
##         6387         1939         4126         7795         6242 
## 9.991993e-06 4.233191e-04 9.964485e-05 5.111639e-05 6.855553e-04 
##         7918         1067         9879         2659         3679 
## 4.612340e-05 8.349910e-05 1.978090e-04 4.975597e-05 6.284339e-06 
##         8426         7904         9077         1940         9161 
## 1.467004e-05 1.539005e-05 6.700556e-05 2.786177e-05 3.026883e-04 
##         1519          264         3361         3819         6766 
## 6.996782e-05 7.875087e-05 1.028504e-06 9.818116e-04 4.772643e-04 
##         3552         8167         6624         8099         5268 
## 4.235931e-05 4.665373e-05 1.447577e-05 4.326244e-05 1.941086e-06 
##         9761         2223         9930         5362         2298 
## 1.633668e-04 4.046710e-06 6.401089e-06 1.377018e-04 1.908519e-04 
##         9641         3433         6307         9531         7007 
## 1.671698e-04 6.264013e-06 4.299050e-04 2.993301e-05 1.882886e-05 
##         7755         8517         9674         9763         9691 
## 6.175749e-06 2.683371e-04 4.149866e-06 2.196495e-05 6.874794e-07 
##         2859         3562          546         7319         5599 
## 1.276172e-04 6.964765e-07 1.128746e-04 3.166909e-06 1.363577e-05 
##         5994         9650         9484         9006         5583 
## 1.602055e-05 7.261519e-05 3.193202e-04 7.276035e-05 5.379201e-04 
##         5931         7340         7972         3080          302 
## 2.509258e-04 1.047661e-04 4.554655e-05 2.582289e-06 4.749089e-05 
##         7742         5333         4411         8597         6173 
## 1.352632e-04 8.413666e-06 5.998347e-04 4.475247e-06 4.596412e-07 
##         7035         5514         1314         5823         1675 
## 5.807061e-05 2.518791e-06 1.012476e-06 4.919103e-06 6.040249e-06 
##         2293         1234         8750         4641         1292 
## 7.314663e-04 1.013689e-04 5.397562e-04 5.429308e-07 1.257282e-04 
##         9085         8098          125           23         9580 
## 2.038249e-06 2.001949e-03 2.536865e-09 7.402677e-05 2.129800e-05 
##         2806         6057         3270         5062         7274 
## 3.422920e-05 6.167349e-07 2.204987e-06 1.954025e-05 2.354794e-05 
##          409          250         3698         4524          989 
## 5.277507e-04 4.998367e-07 1.024961e-04 1.410458e-03 1.052969e-05 
##         2609         4626         1070         1582          941 
## 4.593157e-05 1.115390e-05 3.349776e-05 2.357875e-04 2.231419e-05 
##         3339         9098         7720         9422         5066 
## 1.024417e-07 5.128979e-05 9.148984e-05 9.412816e-05 6.742598e-06 
##         8233          636         8484         7310         4612 
## 8.078268e-05 1.747930e-04 2.032250e-04 3.653460e-05 4.663900e-06 
##         4750         7903         9587         3537         5330 
## 2.004898e-04 1.254434e-03 4.215230e-05 2.800726e-06 2.096698e-04 
##         7935         8710         4816         4372         5588 
## 3.029204e-04 2.796052e-04 2.816053e-04 3.193048e-04 3.051456e-05 
##         6631         9953         5985         8333         2905 
## 3.530437e-05 1.025008e-05 2.994104e-05 1.161719e-04 1.608537e-05 
##         5643         6069          782         7615         6800 
## 3.228317e-05 1.693558e-04 4.673236e-05 4.939698e-05 1.907969e-04 
##         1125         6849         1827         5974         5992 
## 5.617855e-06 1.685126e-04 2.240293e-06 2.386018e-03 2.272745e-04 
##         7349         9489         4952         1058         3601 
## 8.021996e-05 1.863932e-05 2.446935e-06 2.562746e-05 9.839491e-05 
##         3664         3710         6194         1604         5351 
## 1.249314e-03 6.671836e-05 1.695661e-04 7.005999e-05 2.701096e-06 
##         5009         7220         2041         3984         2862 
## 1.261419e-04 5.869563e-05 1.370545e-05 5.942196e-06 1.842058e-05 
##         4921         2780         4986          424          159 
## 2.733574e-06 1.457837e-04 2.913995e-04 2.647840e-04 1.727969e-04 
##         9344         9225          574         4217         5134 
## 4.162128e-05 1.249080e-04 4.978459e-05 2.093136e-06 1.714852e-05 
##         1600         1493         4280         9281         5680 
## 4.792311e-05 2.182740e-04 2.780261e-04 3.350088e-05 1.560801e-04 
##         4340         1815          695          946         4425 
## 8.001347e-05 2.343733e-06 4.783378e-05 2.942570e-05 9.399938e-05 
##         6773         9899         1993          459         7484 
## 2.651379e-04 1.981450e-04 4.743945e-05 1.374249e-06 5.893838e-05 
##         9909         8945         2171         9923         5492 
## 5.391900e-06 1.645401e-04 3.423053e-05 3.201040e-05 2.689352e-05 
##         9623         8200         5597         4931         9388 
## 3.756808e-05 4.018092e-04 1.798726e-04 8.679622e-05 6.970304e-05 
##         7026         8298         5880         7267         8422 
## 1.653674e-04 3.352748e-04 4.190940e-05 2.140134e-04 1.781016e-05 
##         6044         3087         8273         5223         1971 
## 8.701402e-07 1.025559e-04 5.392978e-04 4.488630e-04 4.478214e-08 
##         7603           12         5123         8537         3603 
## 7.944726e-05 1.673489e-06 5.123295e-05 1.368400e-04 1.696678e-07 
##         6300         1100         8579         3282         6715 
## 2.944317e-05 1.894458e-04 1.231840e-05 2.610230e-05 4.921216e-08 
##         6532         8538         1581         7949         4446 
## 1.136611e-04 5.654820e-04 5.403393e-05 3.612284e-05 1.731383e-04 
##         1079         8211         7675         2920         1743 
## 7.468567e-05 3.629163e-06 1.178420e-04 1.205551e-05 4.107314e-06 
##         5778         1512         3112         7296         9465 
## 5.674089e-04 5.226650e-06 5.241333e-05 6.337443e-05 2.870510e-07 
##         9494         2515         6509          791         4385 
## 4.016975e-04 2.572177e-05 3.260197e-04 1.722655e-04 1.747790e-05 
##         6401         9629         2789         7790         5084 
## 7.678500e-05 1.338739e-05 6.204761e-05 1.052679e-04 3.979484e-05 
##         3021         5703         5590         1687         9038 
## 7.244643e-05 9.469989e-05 5.016058e-04 2.297130e-05 2.634873e-04 
##         2596         6657         7890         3299         3766 
## 2.280901e-05 2.043888e-05 1.245155e-04 1.108569e-06 1.985790e-07 
##         7094         1231         9542         6585         9257 
## 5.246944e-04 1.586408e-05 2.062767e-05 1.512165e-04 9.457215e-05 
##         4224         1280         1275         2745         1929 
## 1.121600e-04 2.424833e-04 2.382983e-04 4.481217e-04 1.268150e-04 
##         7753            2          383         8867         9474 
## 2.674256e-05 1.749486e-04 2.118991e-05 4.792091e-04 1.467532e-04 
##         1802         2696         3908         6552         8353 
## 1.531399e-04 2.036809e-04 1.038278e-04 6.087990e-06 2.756165e-04 
##         3681         4970         3238         1130           29 
## 2.442938e-04 3.346241e-04 4.184585e-04 1.881510e-06 8.031018e-05 
##         1558         8534         9891         2099          590 
## 3.735127e-05 2.391877e-07 2.213308e-05 1.473873e-04 2.426226e-04 
##         4434         5136         7563         7916         9503 
## 2.716497e-04 8.847002e-05 1.608412e-06 4.412584e-04 4.018467e-05 
##         6540         3468          738         4990         1271 
## 5.455484e-06 3.003874e-05 1.234680e-04 3.754714e-06 3.636554e-05 
##          820         4955         3872         7569         1718 
## 3.341407e-06 2.260877e-04 3.062309e-05 2.042201e-06 1.087050e-04 
##         5449         4693         7690         1182         9433 
## 4.696602e-05 3.923289e-04 1.899771e-04 6.722009e-04 5.264900e-05 
##          978          807         7329         8939         2506 
## 2.601236e-04 8.489993e-05 2.136556e-05 2.341020e-05 8.435563e-05 
##         7641         2732         5229         4866         3154 
## 1.218931e-04 3.401819e-05 3.940211e-05 1.762378e-04 1.217579e-05 
##          128         6676         1129         4631         9533 
## 2.202917e-04 1.985207e-05 7.208077e-07 4.667703e-05 4.779266e-05 
##         3068         3303          199         9142         9411 
## 3.227193e-04 1.062486e-04 2.767247e-04 2.285843e-05 1.840593e-04 
##         8289         3463         3355         1426         2020 
## 3.067567e-04 6.377595e-06 1.216850e-07 3.474793e-04 6.995739e-05 
##         8125         8823         8261          483         3337 
## 8.640935e-04 2.810974e-05 5.947505e-04 3.932909e-04 8.836186e-06 
##          150          895         8153         3053         3795 
## 6.576350e-06 2.234815e-05 4.168123e-05 3.123533e-04 2.901338e-05 
##          470         5346         8254         7492         7600 
## 1.096692e-04 1.181335e-04 2.041751e-04 4.876971e-05 7.892834e-05 
##          366         2023         8412         1637         4607 
## 1.020589e-04 1.844870e-05 5.690745e-05 7.929004e-07 4.474697e-05 
##         1983          445         6302         5762         5969 
## 4.337618e-04 7.536037e-05 5.858165e-05 1.606967e-04 1.073291e-04 
##         7787         4782         9818         5881          920 
## 5.855420e-05 1.786610e-04 1.486703e-05 3.710627e-06 1.165969e-04 
##         8621         6504         5221         7609         1522 
## 3.329181e-05 9.986830e-04 2.671576e-06 3.019270e-04 1.798245e-05 
##         9423         1954         4041         9138         6412 
## 1.442981e-04 2.554579e-04 8.748308e-06 1.153958e-03 7.484110e-07 
##         1510         4696         1226         3870         7014 
## 3.349539e-04 7.544473e-05 2.647658e-03 6.148827e-07 6.599802e-05 
##         8404         9525         2136         1529         3641 
## 3.806730e-04 3.861978e-04 1.928088e-09 1.282818e-06 3.020183e-05 
##         9069         6463         8718         1190         7222 
## 3.305623e-08 4.832921e-04 1.464311e-04 5.647984e-05 1.931808e-05 
##         4231         2321         8673          638         2800 
## 3.080311e-07 4.967224e-04 5.340064e-04 3.102356e-04 1.376266e-04 
##         2320         4086         4950         4196         1526 
## 8.204319e-05 2.873661e-04 8.456787e-05 7.044214e-05 1.870332e-04 
##         4071         3226         7648         6448         1659 
## 1.015234e-05 1.901514e-06 1.634055e-05 2.486081e-04 7.043976e-06 
##         7134         9265         9393         7456         1270 
## 1.227090e-05 3.913995e-04 1.595852e-05 3.954978e-07 3.250287e-04 
##         3785         7827         3900         3587         9104 
## 8.489457e-06 1.163156e-04 1.019386e-06 4.141259e-05 1.322266e-04 
##         6817         5080         7622         5032         2938 
## 1.280626e-05 7.560919e-05 2.544291e-04 4.063933e-04 4.396061e-05 
##         1366         1517         5257         2980          333 
## 1.497933e-04 1.447679e-04 8.648520e-07 1.864108e-06 3.596995e-04 
##         5644         6067         9090         9456         6260 
## 4.010021e-04 1.110291e-05 1.169389e-06 3.333984e-04 3.249985e-06 
##         9472         1174         6775         9210          998 
## 2.537748e-05 2.727403e-04 7.345626e-05 7.600717e-05 7.172550e-06 
##          408          276         8613         9035         4774 
## 6.888306e-06 4.056657e-06 1.477957e-04 1.480397e-05 9.864510e-06 
##         9987          153          266         1686         4376 
## 3.979665e-06 7.309731e-05 2.482826e-05 9.787789e-04 5.188298e-06 
##         3451         8886         2084         5621          567 
## 1.789007e-06 3.509389e-04 3.975911e-05 9.218326e-05 3.666562e-04 
##         1574         5817         3367         5958         1618 
## 4.098123e-05 8.144332e-05 2.225596e-04 8.184123e-07 8.549447e-05 
##         3075         3712         6712         4187         6306 
## 5.505704e-05 8.763340e-05 1.354478e-05 3.050895e-05 3.888379e-05 
##         7772         7531         4105         5668         4215 
## 3.133944e-04 5.186505e-05 3.269920e-05 6.075633e-07 2.657155e-05 
##          673         7762         1699         6367         4256 
## 1.367678e-04 5.671725e-06 1.111581e-03 9.941700e-05 9.640661e-05 
##         7359         3771         8900          668         7201 
## 1.164042e-05 1.353181e-06 6.414416e-06 1.076268e-04 1.112265e-04 
##         4168         2482          970         2733         2461 
## 1.000656e-04 1.616562e-05 6.236022e-05 7.873364e-05 8.103409e-08 
##         5753         8078          625         4222         6568 
## 2.733641e-05 4.698273e-05 2.116270e-04 4.845756e-04 1.173700e-05 
##         5472         3444          181         2391         6791 
## 1.379630e-04 2.496288e-04 3.729219e-06 2.722674e-04 1.682017e-05 
##         4801         4725         7423         5558         9522 
## 1.429329e-05 1.816879e-05 5.312488e-04 2.182830e-06 3.028488e-06 
##         5735         9575         6305         6054         5529 
## 4.598201e-04 1.817565e-05 3.902059e-05 1.160850e-04 2.600511e-04 
##         5903         6045         8986         2518         7728 
## 4.398831e-04 7.293970e-04 1.851689e-04 1.281766e-03 3.338869e-07 
##         2143         4776         9303         7426         7612 
## 1.185037e-04 2.249789e-04 5.292591e-05 5.127567e-06 3.749568e-08 
##         7410         7700         2299         8300         7387 
## 1.105480e-04 3.600635e-05 8.301021e-06 1.681019e-04 2.040629e-06 
##         2484         6487         7405         8017         6562 
## 4.654949e-06 7.945243e-06 4.526351e-05 1.351299e-04 3.469993e-04 
##         6240         6128         2826         2346         2520 
## 1.232758e-06 6.847675e-05 4.015142e-04 3.423600e-06 2.461715e-05 
##         9101         6520          361          221         1889 
## 2.654068e-05 3.870848e-07 1.223572e-05 8.638239e-05 8.337609e-07 
##         3743         9336         7749         6824         8978 
## 1.901179e-05 6.035724e-05 4.546788e-05 2.829245e-05 2.489553e-05 
##         5044         6716         9794         5436         8830 
## 1.850148e-05 4.808040e-06 5.318572e-05 2.503884e-06 2.406647e-06 
##         9548         8749         2006         2787         7923 
## 9.824708e-05 1.119864e-05 6.783634e-05 3.755625e-06 1.464241e-05 
##         1220         3579         9808         4379         2767 
## 3.907510e-06 4.094077e-04 4.728626e-08 5.229444e-04 3.224219e-06 
##         7047         2558         2251         8346          936 
## 2.807427e-04 7.594542e-04 2.184054e-05 2.548535e-05 2.398369e-05 
##          882          308          918         3767         8955 
## 1.582991e-04 1.058223e-06 1.103811e-07 1.319475e-05 1.257885e-05 
##         9884         3751         6886           45         6502 
## 1.245160e-08 1.195919e-04 4.146414e-07 1.664652e-04 8.012317e-05 
##         2818         1427         9685         8512         8100 
## 2.059891e-04 3.319228e-05 4.625576e-05 2.915317e-03 6.756253e-06 
##         2959         3049          813         2531         4585 
## 9.915352e-05 1.106493e-04 1.760353e-05 1.381597e-04 3.585957e-05 
##         9352         7433         8372         2764         9341 
## 2.800573e-05 1.192410e-04 2.207134e-07 1.594383e-04 3.465756e-04 
##         3873         2229         9246         3965         6304 
## 1.821914e-05 2.511383e-04 1.176678e-05 6.131216e-05 1.613791e-04 
##         5845         1995         6790         9109         3595 
## 7.219822e-05 3.483482e-05 1.891054e-05 8.991592e-05 5.129326e-05 
##          693          235         7051         1084         2772 
## 8.428643e-05 6.268149e-04 5.668378e-06 9.398273e-05 5.583772e-05 
##         3265         1767         9944         8586         1773 
## 1.360233e-04 7.949859e-05 3.563263e-05 3.256187e-05 1.997796e-05 
##         9786         1241         7177         8206         3593 
## 9.024624e-05 4.445921e-05 7.353199e-06 2.240812e-04 1.595742e-03 
##         8166          675         6409         6768         1962 
## 1.827284e-04 9.811636e-04 4.045576e-05 4.743806e-05 1.541024e-04 
##         8077         7516         8663         9719         8872 
## 2.831072e-04 2.343147e-05 1.587910e-04 1.379122e-04 4.484124e-06 
##          558         4527         6834         2885         6469 
## 3.749204e-06 5.502826e-07 2.087430e-05 7.185544e-04 2.527374e-04 
##         2628         4703         5483         6964         3831 
## 6.170091e-04 1.468090e-03 1.917520e-04 1.271249e-05 2.929195e-04 
##         9244         4093         9462         4586         4493 
## 1.891718e-04 1.120235e-04 1.245526e-03 1.116962e-04 2.984018e-04 
##         2131         4939         6033         6633         6052 
## 1.546300e-04 1.867736e-05 1.176807e-04 3.827463e-06 1.153064e-05 
##         1215         6040         7739         4934         7984 
## 2.202170e-04 2.257556e-05 4.437108e-05 7.946408e-05 3.417787e-06 
##         6047         4244         8578         5262         7736 
## 4.945290e-06 4.306722e-04 1.006628e-04 2.190943e-05 1.177786e-06 
##         2672         4684         1475         9865         9896 
## 2.085639e-04 8.267562e-10 1.681719e-04 2.984114e-04 6.133720e-04 
##         2340          890          257         6352         3553 
## 6.466796e-04 3.596156e-04 1.463524e-05 1.420129e-07 1.495345e-04 
##         3499         4520         5656         5494         9316 
## 6.613319e-05 2.837429e-04 4.312713e-04 3.803083e-05 8.975209e-05 
##          170         9279         7111         1964         2289 
## 1.809185e-04 3.094179e-04 1.639182e-07 2.083398e-04 1.997034e-06 
##         7437         5152         7383         8305          790 
## 5.617807e-04 3.799005e-05 2.125125e-04 1.514060e-04 8.483236e-05 
##          900         4515         4705         3385         7023 
## 5.012704e-04 6.735097e-05 9.468375e-09 4.951772e-06 1.591529e-04 
##         5978         8835         3978         4310         9710 
## 2.925934e-04 3.668794e-04 5.726238e-04 1.825540e-05 1.989685e-04 
##         5145         3806         7498         8357         3351 
## 6.315433e-05 6.907679e-05 3.686151e-04 5.250071e-05 1.737001e-04 
##         5508         5296         4959         5673         6493 
## 2.749752e-08 1.837231e-05 3.810284e-05 1.020820e-04 4.505117e-07 
##         4313         6512         5561         6273         2529 
## 5.086136e-06 8.934406e-05 9.716687e-05 2.950754e-05 2.638242e-04 
##         5752         1513         5660         9961         9760 
## 1.700165e-04 2.741387e-04 6.128806e-06 3.872653e-05 1.129956e-05 
##         8643         1203         4475         9204         6688 
## 2.849654e-04 5.857580e-04 3.915029e-05 8.015082e-04 9.473082e-04 
##          456         9668         1906          429         3284 
## 7.892505e-04 2.294724e-05 3.948762e-04 3.128399e-05 6.546855e-07 
##         2677         2456         3058         1988         1024 
## 4.679270e-06 4.836639e-06 5.313164e-07 2.353106e-04 3.395765e-04 
##         9958         5341         6360         5412         5193 
## 1.859276e-04 5.324717e-06 1.007263e-04 4.218737e-05 1.378904e-04 
##         7232         1456         3917         9744         4261 
## 8.926498e-05 3.737964e-04 2.149362e-05 1.024073e-04 9.206379e-05 
##         7558         8890         6605         5469          479 
## 4.211979e-05 9.130931e-07 1.294277e-04 9.860322e-05 3.269363e-05 
##         3297         2863         2172         3469         8645 
## 8.207736e-06 2.929283e-06 1.443459e-05 4.127669e-05 6.240036e-06 
##         4960         9105         3591         1201         2129 
## 1.085001e-04 4.584934e-05 2.310671e-05 2.088773e-04 5.125991e-06 
##          971         6664         6681         2710         8946 
## 2.934633e-05 4.596627e-04 3.119911e-05 3.108683e-04 5.654444e-05 
##         8118         8425         8335         7202         3135 
## 4.631707e-04 1.905654e-07 8.632667e-05 1.648906e-04 2.897899e-06 
##         6802         5150         2740         8440         5520 
## 6.140785e-05 3.477122e-04 1.393842e-05 1.035577e-04 3.822632e-05 
##         1818          241         6892         4338         3093 
## 2.336530e-04 2.758061e-06 1.032938e-04 1.440523e-04 3.344927e-09 
##         2414         4427         5820         3240         9282 
## 7.688083e-05 4.730540e-07 2.901436e-05 3.420248e-04 1.412155e-04 
##         9715         3828         7338         2573         6705 
## 6.443250e-04 7.190083e-07 2.609940e-04 3.590250e-03 2.128110e-05 
##         9543         3344         7806         1400         4778 
## 1.698284e-04 9.703697e-05 7.482258e-05 3.396140e-05 4.469436e-05 
##         6701         4802         5418         2673         7416 
## 1.020897e-04 5.562588e-06 6.734533e-05 3.842519e-04 1.805827e-06 
##         3736         2916         7855         3473         1989 
## 2.164521e-04 1.998595e-04 1.146746e-06 1.778322e-04 4.498820e-04 
##         4463         3151         2002          868          204 
## 1.678375e-04 2.741265e-05 8.526625e-05 5.187827e-05 7.322604e-04 
##         1609         7390         1747            4         2543 
## 5.147265e-06 5.188124e-06 1.756216e-04 1.995708e-04 3.728711e-09 
##         8655         1992         5473         6754         6919 
## 6.297690e-04 3.088344e-04 8.990618e-05 6.180595e-04 1.266937e-06 
##         3922         6158         9087         2537         5886 
## 4.606341e-05 1.913788e-06 7.046602e-06 6.266884e-05 4.443004e-04 
##         3076         6012         3750         6468         8452 
## 3.175101e-05 1.255459e-05 1.318239e-04 2.536648e-04 9.128605e-05 
##         6640         1644         1953         2698         8787 
## 6.302023e-07 9.130637e-06 7.370649e-04 2.574767e-04 1.068094e-05 
##         4305         3411         4506         4672         2390 
## 1.657963e-04 1.485981e-05 1.234794e-05 1.005907e-07 3.108815e-04 
##         1018         7695          278         4054          273 
## 1.767930e-04 3.991024e-06 1.283842e-04 1.600250e-04 2.450653e-06 
##         5390         8690         9831         6076         1888 
## 2.927274e-04 3.332176e-06 4.425065e-04 4.203402e-05 1.048233e-05 
##          224          949         2762         9827          488 
## 8.390743e-05 2.741191e-05 1.614050e-05 3.118406e-04 2.029147e-04 
##         1499         1158         2522         5078         4554 
## 7.397834e-05 2.741776e-05 5.648873e-04 1.031422e-04 1.132515e-04 
##         7330         3899          151         7144         6738 
## 3.834648e-05 1.219157e-05 1.548047e-05 2.071075e-06 2.777635e-04 
##         3791         4977         6171         8737          117 
## 1.760691e-05 3.467837e-05 9.422314e-05 1.868843e-05 3.639970e-07 
##         3384         1440         8796          928         9429 
## 3.080665e-05 5.949311e-05 1.564229e-04 3.278580e-04 3.051177e-05 
##         7818         7448         5491          911          326 
## 1.968098e-06 3.650810e-04 1.018202e-05 2.989137e-05 1.777682e-04 
##         6058         4938         5026         6702         8875 
## 6.621835e-06 7.416630e-07 8.982134e-05 1.066038e-06 8.289210e-06 
##         1897         1397          340          561           94 
## 8.745045e-05 1.786827e-04 5.354928e-05 9.813662e-06 3.679402e-04 
##         9163         9817         7679         8480         2969 
## 1.359261e-04 2.500163e-04 1.794572e-04 1.088599e-05 3.969305e-04 
##         7606         9473         5414         1209         6041 
## 2.732766e-04 1.674269e-04 7.860353e-05 4.534151e-05 3.473575e-04 
##          571         1476         2318         1525         7428 
## 1.165426e-04 3.324630e-04 1.902716e-04 2.940005e-04 9.312323e-05 
##         4464         7999         2338         1424         6870 
## 1.142809e-04 9.980312e-06 8.754050e-05 1.094336e-04 1.357198e-05 
##         8783         8995         7006         8684         6994 
## 2.720971e-04 1.843092e-04 4.180009e-04 1.440938e-04 5.886406e-06 
##         7361         4243         2962         8724         3655 
## 5.906000e-05 1.779936e-03 2.024420e-04 2.282411e-05 1.119900e-04 
##         8870         1756         1300          642         8328 
## 5.712966e-06 9.484784e-05 2.595481e-07 6.559717e-06 2.360517e-04 
##          100         6103         9360         9333         6357 
## 1.636536e-04 1.629584e-05 9.251791e-05 1.717739e-04 1.897741e-05 
##         7693         8623         2424         7077         2978 
## 1.898087e-04 6.129151e-05 7.869508e-05 3.343877e-05 1.084401e-04 
##         4856          312         8210         1256         6597 
## 1.097851e-04 1.062151e-04 7.162995e-04 1.503215e-04 2.967657e-04 
##         1870         9703         4090         8555         9855 
## 5.704599e-04 9.577453e-07 1.339136e-04 1.325792e-04 4.032513e-05 
##         6740         6674           71         2266         9449 
## 7.873626e-05 8.257905e-05 8.345451e-05 3.035178e-08 2.354158e-04 
##         6029          414         5280         3836         2691 
## 1.805680e-04 1.530575e-03 1.892543e-05 1.176920e-04 1.091881e-05 
##         2987         4163         1944         9396         8852 
## 1.857108e-04 1.463341e-04 5.554627e-05 1.702126e-06 6.976115e-05 
##         7182         6915         8258         6072         1780 
## 1.841475e-04 2.246994e-05 3.359078e-04 5.391819e-04 1.581871e-05 
##         7290         8435          498         7905          454 
## 4.576557e-05 4.192021e-05 3.586258e-05 1.104816e-05 1.029191e-04 
##         5393         3481         6590         6161          577 
## 6.246350e-05 5.871783e-08 2.007154e-04 1.109168e-03 9.494185e-05 
##         9469         9166           87         2793         8451 
## 3.168408e-06 1.666167e-05 1.566488e-04 6.032908e-05 1.087886e-04 
##         6362         6050         8409          741         7142 
## 2.599621e-07 4.381961e-04 6.321679e-09 6.147129e-04 5.198196e-05 
##         8511         1963         2682         6437          626 
## 4.054736e-05 5.683942e-06 4.559646e-04 8.973939e-06 8.058295e-06 
##         9404         2224         2177          432         8515 
## 3.273862e-07 3.470877e-05 8.816345e-04 2.456198e-04 2.488991e-04 
##         2342         5988         5681         9102         6314 
## 3.368891e-05 8.465752e-05 2.256390e-05 7.843940e-05 1.824172e-04 
##          685         3503         5298         6696         5790 
## 2.008150e-04 4.360453e-05 4.678809e-05 2.949725e-05 3.016630e-05 
##         5001         4461         2528         8547         7743 
## 1.707354e-04 7.575739e-06 3.957618e-06 3.173798e-04 2.327550e-05 
##         7110         8600         7394         1845         4553 
## 9.620747e-05 1.354303e-04 8.045489e-05 1.921664e-04 5.588798e-06 
##         9304         9872         2249         3517          474 
## 8.122065e-06 6.981952e-07 2.596969e-04 1.426959e-04 1.091118e-03 
##         8082         3586         4249         8244         5233 
## 9.717273e-05 7.643599e-06 2.852254e-04 3.606514e-05 2.899954e-05 
##         4216         7506         6231         9578         9772 
## 4.385125e-06 3.021272e-07 3.757180e-06 2.132778e-05 5.084040e-04 
##         9000         5095         1076         1261         9008 
## 3.190015e-05 6.209584e-05 5.134338e-04 4.300637e-06 7.427302e-04 
##         1599         8307         2375         1329         9947 
## 8.307955e-05 9.636325e-06 1.079256e-05 1.746984e-06 2.834307e-05 
##         4440         9017         9439         6461         2291 
## 1.018649e-05 1.103287e-04 1.184980e-05 9.918683e-05 5.592469e-04 
##          707         7542         4395         7449         7928 
## 4.350258e-05 1.555464e-04 1.284271e-04 8.240049e-06 2.056902e-04 
##         9435         7117         9684         7289         3118 
## 8.713096e-05 2.140176e-04 2.148144e-05 3.520040e-05 9.850053e-05 
##         6936         4073         4174         3190          171 
## 4.967188e-06 1.941802e-04 8.877251e-05 7.011215e-06 3.633160e-05 
##         3596         2586         9586         9830         7508 
## 1.303812e-04 3.399119e-04 2.427305e-05 2.236948e-04 9.503031e-06 
##         8364         2317         3588          107         4786 
## 5.637709e-05 6.468340e-06 5.293986e-05 6.151124e-05 3.553179e-04 
##         9951         5870         8250         7136          398 
## 2.788773e-07 1.685882e-05 2.811669e-04 2.638678e-05 5.959546e-05 
##         3360         8138         3088         4900          287 
## 2.346663e-04 8.014901e-07 1.547131e-04 2.515986e-04 1.188453e-03 
##          846         8552           89         9652         9974 
## 1.226837e-05 1.725710e-04 4.941911e-05 4.045305e-04 2.725117e-04 
##         6221         7248         9758         3455          767 
## 4.738294e-04 4.584143e-05 1.380775e-04 6.616689e-05 8.388915e-05 
##         3343         9311         6774         7536         2614 
## 1.923092e-05 3.811162e-04 2.192198e-05 2.687763e-04 3.849240e-05 
##         4166         5075         5614         8474         6034 
## 1.734820e-03 1.610897e-04 4.584471e-05 2.602521e-04 5.585354e-04 
##         9935         2784         6760         4736         1365 
## 4.874800e-05 1.370947e-05 9.344559e-06 1.992326e-05 1.335399e-06 
##         7668         1334         8680         1374         7295 
## 1.535655e-06 3.318726e-04 1.691086e-04 9.325003e-05 3.967840e-05 
##         3582         6998         4643         1716          162 
## 5.069502e-05 2.565755e-05 7.581453e-06 4.730768e-06 6.663343e-05 
##         5806         4763         7025          542         9032 
## 7.285034e-04 3.962767e-05 1.703619e-05 2.640531e-05 1.378468e-05 
##          422          597         3443         1754         8398 
## 6.669626e-04 9.519191e-07 1.179470e-05 6.814098e-07 1.238843e-06 
##         4723         7481         4037         6286         6374 
## 7.643381e-05 2.098211e-10 9.403574e-05 2.713279e-04 8.169509e-05 
##         9748         4201         2366         9983         2403 
## 4.042948e-06 6.646396e-07 1.210813e-04 1.411716e-04 1.728610e-06 
##         3972         7843         2090         1930         4741 
## 1.502958e-06 2.868196e-05 5.016702e-05 3.020671e-05 2.137903e-03 
##          524          460         7898         6085         6453 
## 7.224257e-05 9.647856e-05 6.670229e-06 9.056605e-04 4.817045e-05 
##          390         4993          399         2330         2466 
## 1.842989e-04 9.417204e-06 1.390041e-04 3.516706e-05 1.103740e-04 
##         7045         4246         1022         8355         4895 
## 3.363554e-05 4.255013e-05 7.509563e-05 1.663836e-04 2.407055e-05 
##         2509         3214         7530         1423         4032 
## 2.740487e-06 1.552456e-05 1.423060e-04 9.021747e-06 1.620373e-05 
##         1488         3070         3559         4777         1464 
## 1.082985e-04 5.185861e-05 4.242481e-05 1.192383e-05 2.135374e-04 
##         2368         1146         3896         5217         2878 
## 2.510731e-04 1.151237e-04 2.787729e-05 2.690390e-04 3.758037e-05 
##          843         9853          632         1969         4146 
## 2.047477e-04 8.362748e-06 1.920816e-04 2.613288e-05 1.019487e-03 
##         6207         7913         6611         6106         4418 
## 2.220274e-04 1.686058e-05 3.801449e-04 2.171136e-06 5.573072e-05 
##          676         9912         7159         3002         9152 
## 1.019960e-03 7.656717e-05 9.397668e-06 1.975003e-04 2.127560e-05 
##         6896         1362         5843         8383           37 
## 3.162431e-04 5.071959e-05 1.354738e-06 8.547826e-05 3.121435e-07 
##         6048         7946         6867         2999         4759 
## 1.721289e-06 2.181632e-06 1.126554e-04 4.566538e-05 2.968388e-04 
##         3195          933         7176         5646         6621 
## 2.486058e-04 5.773317e-05 5.120211e-05 3.058224e-04 1.559372e-04 
##         9143          288         8667          722         9928 
## 2.030062e-06 2.314406e-05 3.113679e-07 3.248765e-06 6.069768e-06 
##         7948         5523         7037         8008         5642 
## 6.019957e-06 9.011330e-05 7.854684e-04 2.622013e-04 5.748825e-05 
##         1923         8742         5082         2871         7141 
## 2.062604e-04 2.631495e-04 1.009619e-05 1.033078e-03 6.677793e-05 
##         4178         8617         1742         1377         1799 
## 1.015188e-05 2.213627e-04 3.040484e-05 5.672374e-07 8.405188e-05 
##         9205          703         6764         3804         8687 
## 2.738184e-04 2.895453e-04 7.218269e-05 4.824055e-04 4.261662e-05 
##         8139         6015         1917         2292         4687 
## 4.438341e-04 1.275104e-05 1.432976e-04 1.191708e-04 1.074209e-04 
##          772         4480         5488         7107         7611 
## 7.288568e-07 6.127069e-05 8.432241e-05 4.593702e-05 1.685212e-05 
##         7769         8583         4811         1650         8356 
## 5.187211e-04 3.414130e-05 1.087277e-04 2.089526e-04 1.132896e-03 
##         3703         4053         4428         1585         6690 
## 1.595974e-06 2.317011e-06 2.132505e-04 2.574485e-05 7.457118e-05 
##         7477          189         4833         9290         9603 
## 1.915183e-05 2.962459e-04 1.445386e-04 1.714385e-04 1.385955e-04 
##         1621         4551         6459         6949         2832 
## 3.135860e-06 8.017129e-05 1.463761e-04 8.822476e-05 6.142864e-05 
##         6093         9870         6779         6279         3485 
## 1.856897e-04 6.320230e-05 2.485173e-05 3.309350e-05 5.471995e-05 
##         2331         1144         7932         8162         4236 
## 6.564751e-06 1.452199e-05 9.867966e-04 2.492870e-05 2.074560e-05 
##         8974         5033         2100         4023         9990 
## 3.686748e-04 7.779923e-05 1.916259e-04 2.571123e-04 6.234283e-05 
##         8348         4017          634         9273         1803 
## 6.410474e-05 4.463203e-04 3.888489e-05 2.322015e-04 9.275086e-05 
##         8802         4550         6889         1788         3814 
## 5.392931e-04 5.271734e-06 1.925951e-05 5.044355e-04 1.400082e-05 
##         3410         6787         3377         2869         8993 
## 1.654404e-06 1.854212e-05 6.865338e-04 5.079358e-05 5.388826e-05 
##         3231         3760          904         9263         7957 
## 1.384863e-04 2.862944e-05 3.151448e-04 1.654209e-06 2.488247e-06 
##         8748          232         5732         6251         8788 
## 2.828870e-05 3.813990e-05 2.746476e-04 2.647916e-04 2.119652e-05 
##         2994         3949         2089         6720         9019 
## 2.052991e-05 2.359139e-05 2.083629e-05 3.743135e-04 4.097334e-08 
##         1240         8397         8773         5603         7702 
## 1.244821e-05 4.834042e-05 4.019724e-05 2.345958e-12 1.573501e-04 
##         9810         1045         7767         5453         5073 
## 1.640922e-05 4.854383e-05 4.684192e-06 2.048827e-04 1.059611e-04 
##         4468         8006         6736         1880         3260 
## 1.548778e-05 1.874029e-05 1.291333e-04 9.280491e-05 1.019570e-05 
##         5998         8833         3040         1994         5112 
## 9.569585e-05 3.928170e-05 3.003631e-04 6.760995e-04 5.045808e-05 
##         9499         5738         8533         9190         6081 
## 9.629144e-05 2.524849e-04 4.431681e-04 1.499099e-05 5.773007e-06 
##         2036         5540          731         4410         8869 
## 8.624920e-05 4.124714e-07 3.111100e-04 5.425227e-06 1.005564e-05 
##         7983         3212         4927         9036         2169 
## 5.494949e-04 6.583076e-10 3.369821e-04 4.164168e-06 2.100633e-06 
##         5757         7491         1106         4306         4133 
## 1.539095e-04 1.154824e-04 6.058634e-06 2.679378e-04 2.485688e-05 
##         3383         4300         9869         8535         4671 
## 3.667298e-06 1.756683e-05 1.477075e-05 1.656303e-05 1.835121e-04 
##         2377         7672         2707         8536         1915 
## 4.260800e-05 1.025889e-05 4.523316e-05 7.732261e-05 3.394777e-08 
##         6370         7033         5199          669          793 
## 5.568393e-05 6.280964e-07 1.930707e-06 3.028522e-05 1.165042e-04 
##         1594          841         4664         8116         8081 
## 1.336298e-04 5.316963e-04 8.969465e-05 1.236064e-04 3.796253e-05 
##         5765         5784         6623         8274         4458 
## 7.771143e-04 1.023620e-04 4.337021e-06 4.318655e-04 3.434600e-04 
##         6276         1903         7395          781         3291 
## 3.672614e-04 3.508242e-05 5.881407e-05 6.259134e-05 2.543501e-04 
##         4140         9428         8350         7389         9898 
## 5.034886e-05 5.977001e-05 4.303233e-04 1.739681e-04 5.333004e-05 
##         8638         3911         1323         4528         7644 
## 6.230261e-07 6.620480e-05 2.926358e-06 1.031856e-04 4.709509e-05 
##         6931          525         4207         2776         7931 
## 1.310282e-04 7.247020e-05 2.412537e-06 1.507238e-04 5.361342e-06 
##         3527         9563         5245         2304         9988 
## 6.209001e-05 5.170163e-06 3.503414e-04 1.458648e-04 4.206088e-04 
##         9505         4120          183         8453         1150 
## 1.139312e-07 1.975223e-04 9.239562e-05 5.980150e-05 4.577635e-05 
##         5532         9420         7761         2788         3627 
## 1.477513e-04 7.442465e-05 7.322949e-05 3.818043e-05 3.156512e-05 
##         7407         9746         3122         4721         1298 
## 3.615013e-04 1.619537e-06 6.782118e-05 5.571482e-06 2.846690e-05 
##         4351         5072         4623         8419         6725 
## 1.943565e-04 3.769495e-06 4.165790e-06 7.101522e-06 1.554019e-04 
##         4989         2469         8880         6496         9605 
## 4.674373e-04 3.513354e-05 2.947105e-05 2.390402e-05 4.436553e-04 
##         3719         8544         2578         1977         6872 
## 1.014086e-04 5.503302e-05 8.174813e-05 4.096988e-05 1.835815e-05 
##         3739         5554         7733         3510         1548 
## 2.273173e-05 5.175078e-05 1.720592e-06 4.732572e-08 9.650579e-06 
##         9673         9626         1730          718         7080 
## 3.670389e-05 2.008172e-04 8.463609e-06 1.432553e-05 3.695946e-07 
##           32          951         7778         6880          829 
## 3.926851e-06 1.121503e-04 7.211572e-04 1.548577e-04 1.422929e-05 
##          225         6426         1689         6104         8496 
## 1.222550e-04 3.921015e-04 7.684793e-05 4.879579e-04 1.614164e-04 
##         4567         1707         3692         5186         4199 
## 5.759250e-06 6.168479e-08 3.945587e-05 6.443237e-05 4.737341e-07 
##         6315          658         9736         7504         5975 
## 6.608516e-04 8.326088e-05 7.483256e-08 6.344875e-06 2.176897e-05 
##         5143         1705         8629         7896         3764 
## 2.483615e-05 5.635569e-08 2.046083e-04 2.004834e-07 2.666474e-06 
##         9661         4997         5271         8973         4257 
## 1.283051e-06 1.828647e-04 9.444212e-05 2.164610e-05 1.910960e-04 
##         9867         8091         5952         1064         3033 
## 1.832490e-04 8.862538e-04 3.097982e-03 2.134801e-06 7.542233e-04 
##         6039         6477         2708          291         3167 
## 2.498604e-04 4.557305e-05 1.736218e-05 7.185901e-05 2.826921e-04 
##         3981         3432         3398         3067         6903 
## 1.242684e-04 4.634308e-05 3.254535e-04 1.275486e-04 1.999329e-05 
##         5316         1653         1605         3113         3090 
## 2.473158e-05 6.105749e-05 6.336065e-05 3.118069e-05 1.200720e-05 
##         4084         9454         5807         3237          584 
## 5.339206e-05 1.337125e-04 1.235220e-04 1.611838e-06 7.964870e-05 
##         2598          415          443         2046         5679 
## 1.504640e-04 3.061973e-04 1.210023e-04 2.600231e-04 2.236735e-04 
##         5470         4745          377         9861         1535 
## 4.838231e-06 7.151320e-05 4.358255e-05 7.826612e-06 6.564921e-04 
##         6743         9612         2281         5574          118 
## 3.291938e-06 7.062973e-06 5.537714e-05 6.789218e-07 4.389172e-04 
##         5971         9238         8959         6422         4521 
## 4.943606e-04 2.058106e-04 1.712058e-06 4.352049e-04 2.668091e-04 
##         5240         8874          563         1590         2706 
## 1.458613e-04 1.065913e-05 4.530549e-05 3.534107e-03 4.319313e-05 
##         2667         4367         7573         7381         2801 
## 6.901643e-05 2.045836e-06 5.044698e-05 6.747922e-06 2.324504e-04 
##         8129         5758         7365         4670         3811 
## 7.936087e-06 5.085554e-04 1.274473e-04 2.128169e-04 8.999758e-05 
##         3011         3490         5746         6821         2735 
## 1.089554e-03 3.107398e-04 4.592565e-04 1.438908e-05 1.609027e-04 
##         4457         3781         7087         6373         6589 
## 1.121661e-04 5.596327e-04 1.993710e-04 3.451243e-05 3.386163e-04 
##         7808         9615         4000         4438         2728 
## 2.271060e-06 3.819398e-05 1.649155e-04 2.633627e-05 1.399125e-05 
##         5025         1667         1805         4210         7482 
## 5.073336e-04 9.053545e-04 1.141804e-04 5.706610e-06 1.183908e-05 
##         1672         9227         9377           81         3963 
## 2.842810e-04 4.418744e-05 7.976154e-04 3.746564e-06 6.245420e-06 
##         2336         2968         8601         5902         3294 
## 4.806392e-04 1.301998e-04 3.646250e-04 9.197584e-07 1.752643e-05 
##         2379         7049         6465         3082         3029 
## 1.454479e-06 2.607794e-06 1.773207e-05 2.172588e-04 1.588036e-04 
##          684          156         2906         6734         4079 
## 6.054120e-05 5.988659e-06 1.931450e-04 2.631512e-05 2.554713e-04 
##         8224          211         3726         6466         3006 
## 7.863332e-05 6.698825e-05 3.217972e-04 2.208397e-04 4.630656e-05 
##         3607         9068         2243         2683         2451 
## 1.756615e-05 1.257546e-04 3.684385e-05 1.153505e-04 3.462167e-04 
##          511         1524         3737         3442         5836 
## 3.862960e-05 1.838627e-06 1.693904e-04 2.966467e-05 2.743093e-04 
##         3657          770         2705         7575          317 
## 4.540083e-04 6.046106e-05 3.606467e-04 1.578366e-04 4.661464e-05 
##         2714         6987         3825         4571         8957 
## 2.306759e-04 1.230018e-06 3.454760e-04 1.872704e-04 9.062795e-05 
##         9051         1375         5795         2216          710 
## 1.999281e-05 3.251767e-04 3.174975e-05 3.148707e-03 2.106362e-04 
##          549         4304         3808         4642         6442 
## 8.535291e-04 6.024566e-05 1.943412e-03 5.324847e-04 2.752860e-04 
##         1376         2887         4489         8813         1204 
## 1.565043e-04 2.218088e-04 5.693189e-04 1.961642e-05 1.290489e-04 
##         9441         5685         8120         6735         7479 
## 6.616930e-05 1.894621e-05 1.470490e-04 2.114439e-05 3.459629e-04 
##         8855           13         1211         4665         2244 
## 2.158210e-04 2.551228e-05 1.842851e-05 2.575929e-04 6.328243e-06 
##         3907         2694         3234         7384         8497 
## 9.885342e-05 5.065223e-06 5.329201e-04 1.393426e-05 2.715959e-04 
##          822         1737         7191         5443         8416 
## 5.830690e-05 1.236433e-04 1.243876e-04 1.178661e-05 1.673173e-06 
##          320         2896          275          618         3013 
## 6.340973e-07 1.181158e-06 1.758182e-04 7.778770e-05 2.655274e-05 
##         2096         5763         3860          330         1181 
## 2.887266e-06 4.011264e-05 2.278161e-04 1.183079e-04 2.771040e-05 
##         6719         4490         5657         7826         4640 
## 9.397239e-06 4.741638e-05 3.522062e-05 3.923577e-05 2.158793e-04 
##           63         4477         1390         1624         6668 
## 8.565033e-04 1.523698e-04 2.587345e-04 6.316646e-05 4.026044e-05 
##          966         9793         3891         3877         1043 
## 2.318547e-05 3.824607e-04 3.027413e-04 1.150552e-04 4.711919e-05 
##         8591          407         5275         8442         1451 
## 1.074958e-03 2.099469e-06 2.687418e-08 5.890516e-06 3.781814e-07 
##         6518         5571         1277         2717         4281 
## 1.999747e-04 5.274677e-05 6.027245e-04 2.108453e-04 4.051080e-05 
##         3374         3629         1483          654         4039 
## 2.970180e-05 1.308952e-04 1.679997e-04 5.094113e-04 2.263992e-04 
##          777         3757         8384         2768         4945 
## 3.469981e-06 5.189183e-04 4.361839e-07 1.675622e-04 1.062933e-04 
##         4942         3340         4565          578         4459 
## 3.057281e-05 1.367443e-05 1.108967e-04 5.392677e-05 9.663288e-05 
##         6874         3368         4842          863         4028 
## 5.327768e-05 1.467905e-05 8.676459e-05 8.097622e-05 4.936537e-04 
##         2221         6204         1359         8439         7472 
## 4.972758e-05 1.598681e-04 2.467437e-06 1.383482e-04 4.904522e-05 
##         5334         5721         8109         5076         5374 
## 4.362365e-06 1.915529e-04 8.159530e-05 3.262357e-05 1.234209e-04 
##         2921          832         1245         1956         1835 
## 3.900151e-04 1.326263e-04 2.482154e-06 2.533317e-04 1.670368e-06 
##         6146          746         1666         2718         9911 
## 1.648304e-05 4.819321e-06 2.110185e-04 1.219796e-07 1.033916e-04 
##         6255         4386         8768          314         9378 
## 8.131474e-06 1.023319e-04 1.316940e-04 7.373756e-05 9.479316e-04 
##         3366         9221         4902          620         6120 
## 2.962661e-05 1.208444e-03 2.695404e-04 2.993118e-04 7.475371e-05 
##         1005         4393         9347         3358         1528 
## 1.096086e-04 2.591656e-06 1.254910e-04 2.531824e-04 8.231817e-06 
##         2712         9203         6667         9147         4091 
## 1.236231e-05 2.293774e-07 4.140121e-06 1.902837e-04 2.701519e-09 
##         4229         8985         4797         1708         9767 
## 2.726745e-06 6.312253e-05 3.791172e-05 1.388828e-04 6.650772e-06 
##         8819         7968         9965          681          755 
## 1.612344e-04 1.266661e-05 2.209009e-05 1.662479e-04 3.162389e-08 
##         3530         2658         9118         3580         7334 
## 3.227573e-05 1.986134e-04 2.121790e-05 3.614650e-05 8.817213e-05 
##         5157         5464         6636         1641          850 
## 2.315498e-05 1.527284e-05 1.201814e-05 9.346607e-05 3.552598e-04 
##         2857         3216         6378         3338         5805 
## 1.203486e-05 1.494436e-04 2.414625e-04 2.034007e-06 5.784141e-06 
##          614         4966         5248         4031         7227 
## 2.557847e-04 8.565147e-05 2.204219e-05 2.437480e-05 5.116466e-08 
##         6535         5416         4983         3921         6797 
## 1.876642e-05 2.592834e-04 6.366094e-06 2.357659e-04 9.538744e-05 
##         4767         7205         5410         2895          495 
## 2.491470e-04 1.026736e-06 6.884483e-06 6.426452e-05 1.763457e-04 
##         6165         5602         5050         5727         4562 
## 1.211682e-05 6.654976e-05 1.834498e-05 8.779815e-07 2.690237e-04 
##         1711           36         4162         4128         3516 
## 7.027169e-05 3.894726e-05 2.959553e-05 6.512564e-05 2.777797e-05 
##         6441          833         8026         3394         6494 
## 9.135430e-05 5.954206e-04 3.357602e-05 1.719216e-07 9.080910e-05 
##         7495         1112          442         5717         9276 
## 2.691366e-05 3.651564e-05 1.488907e-05 1.032005e-05 3.016455e-09 
##         5162         7874         2779          789         7152 
## 1.419359e-04 2.849058e-06 7.869592e-04 3.134468e-04 2.245582e-04 
##         7070         7069         8675         4485         6986 
## 6.906195e-07 7.594379e-05 8.647666e-04 3.789944e-04 7.744970e-08 
##         1824         6591         2549          748         2106 
## 7.656842e-07 8.542119e-05 3.545748e-04 2.567503e-05 1.401645e-05 
##         1979         7100         8445         7566         3274 
## 1.403003e-04 6.458429e-05 4.755088e-05 4.158693e-06 1.778032e-05 
##         1145         7323         1294         6036         9134 
## 2.352027e-05 2.222436e-04 5.613877e-04 2.338427e-08 4.924124e-09 
##         4082         5787         6089         5087          157 
## 2.778073e-04 1.134341e-04 9.186386e-05 4.797153e-04 3.975628e-04 
##         9375         6119         4837         6543         7468 
## 7.521225e-05 4.889228e-05 1.525545e-04 1.426085e-05 1.645741e-05 
##         8231         4180         9683         1260         9291 
## 1.533083e-05 3.150986e-06 5.455079e-06 8.584218e-06 4.366234e-04 
##          912         3229         2091         7545         4482 
## 2.579254e-04 7.426971e-06 7.257304e-04 2.315792e-06 6.410381e-05 
##         7613         1607          967         7332         7042 
## 6.303154e-05 2.754089e-04 4.765012e-05 1.416409e-04 1.915489e-04 
##         1218         4118         7086         9146         7470 
## 3.059728e-04 1.331962e-04 7.443554e-05 1.247280e-05 1.931143e-04 
##         4884         6707         8789         8637         1039 
## 2.761980e-04 2.200805e-04 1.398143e-04 5.336651e-04 2.698909e-05 
##         1264         6999          343          959         4181 
## 6.625812e-05 3.268166e-05 1.106148e-03 7.830531e-06 9.214103e-06 
##         7861         2981         5215         4807         2242 
## 4.765218e-06 5.279859e-04 1.673938e-06 2.449317e-04 1.956047e-04 
##         7500         5995         7022         1462          852 
## 4.306600e-05 2.583597e-05 2.488804e-04 8.898103e-06 5.557675e-05 
##         9596         7046         8173          274          653 
## 1.144864e-04 2.545202e-04 3.163811e-04 4.980775e-05 6.325257e-04 
##          809         1633          828         5692         9442 
## 1.154972e-04 7.115543e-06 1.793114e-04 9.775293e-06 3.059366e-06 
##         1072          648         8561          475         5509 
## 2.758557e-05 2.050680e-04 9.716789e-07 2.241254e-05 3.513285e-04 
##         9208         2941         3330          236          602 
## 1.825298e-04 1.626514e-04 4.098865e-06 1.582357e-04 2.417423e-04 
##         4331         5932         2620         5474         7901 
## 5.284827e-06 3.547339e-06 3.035254e-05 4.447073e-04 3.856701e-07 
##         1244         6660         1859         4323         1393 
## 7.283892e-04 7.424835e-05 5.789533e-05 5.555905e-06 8.372599e-04 
##         9262          862         2495         5562         7064 
## 4.208041e-04 6.293582e-05 3.698956e-05 6.482723e-04 6.099090e-05 
##         7510         5211         6992         1592         4262 
## 1.517406e-05 1.409739e-04 9.900543e-05 2.086614e-05 3.475597e-04 
##          810         3847         8763         9075         5446 
## 9.549029e-06 2.390854e-04 5.077869e-05 9.481305e-06 4.479559e-04 
##         7724         5684         6479         3161         9919 
## 5.939190e-05 1.271711e-05 1.550018e-04 1.864166e-04 7.912984e-04 
##         4901         8550          423         2200         6241 
## 5.037623e-06 4.093836e-06 1.312865e-04 1.049486e-04 2.770306e-07 
##         7155         4917         4661         3799         7596 
## 7.794355e-05 8.536206e-08 3.828564e-04 6.492105e-06 1.751037e-05 
##          687         2161         4854         6376         9644 
## 1.253078e-04 2.713112e-05 1.449774e-05 1.427777e-04 1.695040e-04 
##         4279         5006         1118         1518         8962 
## 1.744195e-05 1.298455e-06 1.294884e-04 1.458396e-05 2.045419e-05 
##         9137         8277         5613          705         8311 
## 5.611167e-06 3.387682e-05 7.703339e-05 6.103708e-05 4.741372e-05 
##          489         4965          512         6574         3624 
## 2.286248e-04 1.927304e-05 8.042271e-05 2.155007e-04 1.323943e-07 
##         7084         9401         6840         5343         4542 
## 8.915684e-05 2.449671e-06 4.213056e-05 4.470831e-06 9.694743e-05 
##         4874         9364          434          493         7924 
## 1.218228e-03 1.482158e-03 4.633729e-08 2.224252e-04 3.085269e-06 
##         6901         2976         8848         2218         4203 
## 1.539265e-03 8.111561e-04 4.002637e-04 1.376234e-03 2.373896e-05 
##         1049         7941         7979         7747         6587 
## 2.354764e-04 4.076197e-04 1.285706e-05 6.742356e-04 2.068991e-04 
##         1088         5850          697          758          792 
## 1.012422e-05 1.042096e-04 1.564446e-07 7.072943e-04 2.627485e-04 
##         1461         5928         5741         8798         3045 
## 3.020851e-04 6.390223e-05 9.924897e-05 1.618900e-04 3.944520e-06 
##         5011         3525         1330          880          281 
## 1.699630e-05 5.927673e-05 1.872345e-04 2.514766e-04 1.869236e-04 
##         8851         9173         6607          455         7345 
## 1.588880e-04 2.427789e-06 3.067237e-05 6.089302e-05 1.527101e-04 
##         1721         5085         4953         1442         6672 
## 1.584338e-06 3.643758e-04 2.110453e-04 7.110751e-06 5.285545e-04 
##         2634         6222         9358         3008         4576 
## 1.334561e-05 7.241115e-05 4.951130e-05 3.239069e-06 4.393431e-04 
##         6906         3207         4961         1407         6887 
## 4.497525e-06 1.400747e-04 6.196710e-07 1.533173e-04 1.800702e-04 
##         1891         6900         5320         7650         3816 
## 5.029326e-04 1.006642e-03 1.825118e-04 1.704991e-05 2.536621e-04 
##         7565         5039         3022          830         5434 
## 1.230285e-04 1.040321e-04 3.801401e-04 7.089860e-06 2.642585e-05 
##         2190         7975         1065         3326         3427 
## 4.918700e-05 4.136876e-04 4.697361e-04 2.547883e-04 2.444182e-04 
##         7514         7685         3109         7478          598 
## 9.179050e-06 1.689209e-07 1.267377e-05 8.806430e-06 3.577255e-04 
##         9662          939         6897         7029         5276 
## 9.814780e-05 6.768663e-05 5.443050e-05 1.303975e-06 1.585141e-04 
##         7288         8905         3081         1800         5776 
## 1.808140e-05 5.148537e-06 1.295143e-04 1.291342e-03 3.161290e-05 
##         8072          617         6739         4156         5962 
## 1.477590e-05 2.173734e-05 2.551685e-05 2.705622e-06 8.428839e-09 
##         7271         3280         4430         7587          540 
## 7.239914e-05 8.833998e-05 1.603149e-05 1.358155e-04 1.610151e-04 
##         5677         2026          325         5896         8405 
## 4.169315e-04 9.748513e-06 2.703690e-05 2.969440e-05 2.727931e-05 
##         4814         9215         8028         7616         2897 
## 3.443754e-05 5.460027e-05 2.974332e-04 4.720308e-05 3.788102e-05 
##         7501         1527         8938         9894         6683 
## 9.275431e-06 1.005620e-05 1.278926e-04 3.082281e-05 2.101607e-04 
##         9305          633         1784         1317         6464 
## 1.205237e-04 1.569284e-04 2.652736e-04 4.388533e-05 4.704016e-06 
##         4064         8047         5405         7055         2211 
## 2.493411e-05 1.503346e-05 8.636865e-05 5.894610e-05 1.174571e-05 
##            8         6272         8411         3094         7729 
## 2.313378e-06 1.483359e-04 2.985951e-05 4.971404e-06 9.206561e-05 
##         6877         8636         7588         7576         5399 
## 4.716895e-04 1.486465e-03 4.487844e-05 6.412921e-05 5.952435e-04 
##         7722         6795         7462         6184         5344 
## 9.917284e-05 6.829587e-07 3.949606e-04 2.168611e-05 1.381148e-04 
##         4021         7589         6904         5665         1040 
## 8.296579e-05 2.748730e-05 6.626666e-06 4.282934e-04 3.895905e-05 
##         6619         5801         6457         4263         3096 
## 3.773604e-05 4.742037e-05 2.130760e-04 2.371678e-04 1.281770e-05 
##         7320         2202          906         7652         5209 
## 5.384511e-06 9.462718e-05 2.231663e-04 9.667760e-05 2.425524e-04 
##         4659         8803         3793         4789         3462 
## 1.177323e-10 1.400218e-04 1.863981e-04 1.613851e-04 7.855556e-05 
##         8069         8940          993         9713         1674 
## 6.572453e-05 8.683472e-05 3.002734e-06 9.239001e-05 2.646178e-04 
##         9638         7853         6610         5383         1165 
## 3.683430e-04 6.306595e-05 3.018258e-04 8.107071e-05 7.407519e-05 
##         7551           98         5617         5395         2593 
## 2.539423e-04 5.516546e-04 5.063888e-06 4.965234e-05 2.419310e-06 
##         1477         4534         5041         7302         5719 
## 1.098345e-03 2.763551e-05 1.444084e-04 3.887876e-04 7.989967e-05 
##         5935         1655         4860         7854         8585 
## 1.976299e-04 1.597995e-07 1.505529e-05 9.956320e-06 3.095063e-04 
##         9645         4657         1238         5743         6567 
## 4.967550e-05 3.530248e-06 1.666496e-04 7.242681e-07 3.362633e-04 
##         2507         3286         1482         6145          683 
## 1.188006e-06 1.858844e-05 6.646197e-07 8.229861e-05 1.769220e-04 
##         4579         7954         7031         3539          885 
## 1.196946e-04 8.509761e-08 2.797793e-05 1.523503e-06 1.604398e-06 
##         1738         1380         1360         6227         3693 
## 1.079703e-05 3.441667e-05 1.328668e-04 2.141768e-05 5.847799e-06 
##         4426         7567           76         9606         5936 
## 1.209222e-04 1.478425e-04 3.059977e-04 1.526341e-04 3.314240e-05 
##         7259         3957         5448         6689         8582 
## 1.770617e-08 1.465672e-05 8.617496e-05 1.040321e-04 4.150490e-05 
##         8493         3186         1521         9790         3115 
## 1.400981e-04 8.920841e-06 1.129021e-04 7.249854e-05 1.205412e-04 
##         2332         1984         1479         8031         1109 
## 2.484270e-05 7.481835e-05 8.130887e-05 4.148106e-05 1.965677e-06 
##         6703          881         3701         6243         1603 
## 8.823284e-05 1.018296e-06 6.296155e-06 8.011008e-05 3.190623e-04 
##         1459         9266         2949          457         2727 
## 1.951448e-04 7.158657e-05 4.159166e-05 1.822627e-05 9.429243e-04 
##         3950         2970         7392         4525         1572 
## 3.671276e-05 6.130476e-04 1.265987e-04 6.669396e-09 5.821357e-05 
##         8743         1364         2306         5946         6114 
## 1.906591e-05 2.217271e-05 5.329574e-08 4.208952e-05 6.734978e-05 
##         2594         7869         3136          953         7910 
## 2.444965e-04 3.309968e-04 1.094498e-04 1.176024e-05 3.389908e-05 
##         2641         4336         5593         2322         9431 
## 4.659691e-05 5.439739e-06 1.716274e-04 8.244861e-08 8.213376e-06 
##         8937         3985         5432         7636         5287 
## 1.067350e-04 1.305281e-04 8.219374e-07 2.278854e-05 7.135005e-06 
##         4474         2481         5722         3888         8234 
## 2.027410e-04 4.326196e-04 1.173194e-04 7.445027e-06 1.591971e-05 
##         9029         8389           59         9517         2159 
## 6.733686e-05 1.199634e-04 1.183693e-05 3.387515e-05 5.071757e-04 
##          763         8556         8829         3556         5923 
## 6.258011e-05 2.555632e-05 4.168790e-05 3.668646e-04 8.713730e-05 
##         3295         1198         2011         4740         3511 
## 8.259759e-05 1.597133e-04 4.695580e-06 4.986864e-04 8.946124e-04 
##         9856         4357         6924         9966         3123 
## 6.819261e-05 4.210012e-04 2.339793e-05 4.205400e-05 4.131829e-05 
##         9201         8577         9889         1449         4290 
## 1.737984e-06 1.041419e-05 3.848737e-05 9.173869e-05 1.056428e-04 
##         3955         4154         2619         5895         2065 
## 2.330400e-05 4.928495e-04 1.095052e-03 5.560204e-04 1.110327e-04 
##         3169         6524         1606         6100         2288 
## 4.223945e-05 3.329231e-04 4.113860e-05 1.865875e-04 1.789913e-07 
##         2809         9931         3287         6132         3826 
## 1.305722e-05 4.146281e-05 3.862927e-06 7.196161e-05 2.068319e-05 
##         5536         7412         5653         1023         4976 
## 1.282138e-04 2.275357e-05 5.266471e-06 1.613467e-05 1.488857e-05 
##          944         3853         3357         2665         3456 
## 3.211048e-04 1.555161e-04 1.069563e-04 1.309748e-04 7.675694e-05 
##         3654         2473         8379         6348         1187 
## 2.359330e-05 4.154220e-04 2.690713e-06 3.066217e-04 1.006683e-03 
##         5813         9127         5788         8502         1015 
## 1.033103e-04 9.262502e-06 4.975080e-04 2.276862e-04 3.789439e-03 
##         9307          736         6399         2831          347 
## 2.957931e-06 4.104271e-06 5.741392e-04 3.173066e-04 7.838887e-06 
##         9372         4853         5515         2798         5419 
## 2.019817e-04 3.501832e-05 2.998504e-04 3.130299e-06 1.847217e-05 
##         8465         6823         4639         9544         3223 
## 5.590136e-05 1.770068e-05 6.522995e-05 2.214384e-04 3.633497e-05 
##         4920         9640         6492         4757         3266 
## 1.268142e-06 1.169428e-05 2.075367e-04 4.790178e-04 2.237719e-04 
##         5219         6575         1473         4885         7299 
## 5.110702e-05 1.257739e-05 1.131315e-08 2.599446e-05 7.522876e-05 
##         3222          332         2465         2829          932 
## 1.219035e-05 4.136708e-05 3.154147e-04 8.066998e-04 3.231635e-04 
##         3551         7337         7553         6769         7272 
## 1.223182e-05 2.546216e-05 1.417941e-04 5.381711e-05 1.404754e-04 
##         3576         5310         4662         7701         2720 
## 2.377146e-04 1.822923e-04 1.320484e-04 1.241333e-07 7.146717e-05 
##         6584         9076         4971         9573         2062 
## 2.772276e-09 1.298819e-04 2.552671e-05 2.645370e-05 8.064588e-06 
##         8735         8181         3378         9194         9314 
## 2.284241e-05 1.228126e-04 2.346269e-05 2.687307e-04 2.237661e-04 
##         2353          628         3863          201         9631 
## 1.524640e-06 4.119474e-05 9.676359e-05 9.119213e-05 3.390931e-07 
##         7860         3425         6311         2344         8569 
## 3.441725e-04 8.199496e-05 4.141017e-06 1.765203e-04 8.052496e-06 
##         5718         7281         5725         2474         7140 
## 2.393478e-06 8.942071e-05 3.949524e-04 3.052313e-07 5.115681e-06 
##          788         9730         3953         7930         3404 
## 2.375642e-05 3.049834e-05 2.168052e-05 2.163122e-05 3.235356e-06 
##         7126         4704         3968         7884         3334 
## 4.841895e-05 1.582623e-05 2.041389e-04 2.199020e-04 2.360382e-04 
##         2568         5460         6433         9218         3571 
## 6.656677e-04 5.440838e-05 1.736797e-04 1.162281e-04 4.090337e-05 
##         8386         1643         4065         3164         3667 
## 3.345126e-04 1.267697e-04 2.584155e-04 1.962708e-05 1.036524e-04 
##         6650         6868         4186         3146         8227 
## 3.572139e-04 7.320728e-06 9.174126e-04 2.691716e-05 1.614806e-04 
##          116          723         5737         4436         9647 
## 5.311742e-07 1.417169e-05 1.962796e-06 6.135701e-04 8.209395e-05 
##         1646         6842         6445         9565         2903 
## 4.672876e-06 1.298154e-04 1.381607e-03 5.750290e-05 2.499377e-04 
##         3048         3474         7396         1758         8039 
## 1.069016e-05 8.585989e-08 4.718155e-06 2.853239e-04 4.357971e-05 
##         7885         3217         8136         1520         7785 
## 1.022458e-04 1.032884e-05 4.291728e-05 3.190144e-05 3.415491e-04 
##         4442         1413         7032         5427         2265 
## 6.492331e-04 3.739637e-05 1.176449e-06 5.715516e-05 5.868527e-05 
##         8269         5244         6056         1313          672 
## 6.296952e-05 6.193324e-05 4.032773e-05 1.850657e-04 4.446182e-03 
##         4846         8771         1749         8702         4588 
## 3.595707e-04 8.573077e-06 3.644779e-04 5.477639e-04 1.771400e-05 
##         6164         2828          818         7597         6548 
## 3.416853e-06 4.613500e-05 1.851710e-04 7.560265e-05 3.359003e-05 
##         4316         3936         4742         6816         3117 
## 8.894618e-07 1.953708e-04 3.341916e-05 1.860143e-04 1.634653e-07 
##         5331         6939         8067         9501         6408 
## 9.660407e-05 9.715505e-04 8.777174e-05 3.095375e-04 7.089052e-04 
##         3108         4173         6838         5954           88 
## 4.239433e-05 1.308643e-04 9.372880e-05 3.098802e-04 5.238293e-05 
##         9130         8475         6947         6945         3438 
## 2.582266e-05 6.965162e-04 3.480664e-04 2.223340e-06 2.718837e-04 
##         1399          708         5873         2644         9025 
## 1.347183e-07 3.319270e-06 4.220953e-07 3.565899e-04 3.498307e-06 
##         4384         4793         9535         7830         9022 
## 1.158607e-03 2.046769e-05 6.475922e-05 2.421212e-04 4.170555e-05 
##         4637         5501         7674         4903         9658 
## 3.265016e-05 2.988255e-04 1.493511e-03 3.495219e-04 7.025932e-06 
##         9323         3614         3392          402         2647 
## 5.016876e-05 1.175077e-09 4.474865e-08 4.876975e-05 1.812375e-05 
##         7060          444         2068         2629          245 
## 6.691545e-05 3.457132e-05 7.075199e-05 7.700751e-05 3.310550e-04 
##         4404         5910         3301         4106         4880 
## 1.351311e-04 1.800790e-04 1.409082e-04 3.184097e-04 8.506104e-05 
##         8123         5754         4859         1101         6594 
## 7.812591e-05 3.785640e-04 1.186438e-04 4.058973e-05 4.377110e-04 
##         7294         3557          696         5675         9170 
## 2.050751e-04 7.738167e-05 1.110891e-05 2.007644e-05 8.655289e-05 
##         8925         2361          166         5003         8810 
## 7.225622e-04 1.962712e-04 1.142083e-03 1.713474e-05 1.320910e-04 
##         2300          821         4743         2219         7982 
## 1.516855e-04 6.317894e-05 8.693089e-04 3.089180e-04 3.434419e-04 
##         7825         5976         5913         5989         5707 
## 1.321551e-04 1.248768e-06 1.033862e-06 1.654139e-03 1.013973e-04 
##         8700         7908         4517         7163          940 
## 9.175712e-06 4.660103e-05 2.587697e-05 1.118654e-04 5.960620e-06 
##         8715         9743         2879         4678         4587 
## 1.580548e-04 1.611269e-06 2.458622e-04 1.196471e-06 1.182834e-05 
##         7654         1421         2401         2185         2440 
## 1.346213e-03 6.946408e-08 1.083144e-04 4.207813e-04 3.726924e-04 
##         3148         6209         3201         2851         2923 
## 1.413775e-04 1.651670e-05 5.137672e-07 9.047749e-07 7.859931e-04 
##         8503         5380         6325          805          803 
## 2.153957e-05 1.131670e-04 3.650071e-04 1.869960e-03 9.601344e-06 
##         5258          957         7764         2563         1683 
## 3.358006e-05 1.910884e-04 1.338985e-06 8.737060e-06 1.091816e-08 
##          729         5274         3493         2358         6586 
## 8.641914e-05 1.110257e-05 1.815227e-04 3.471006e-04 1.301415e-04 
##         6944         1864         6905         1166         7061 
## 1.153631e-04 1.949054e-05 1.332770e-05 1.420781e-04 1.084905e-04 
##         4933         7305         5606         6929         9148 
## 1.825561e-05 8.993326e-07 1.985876e-07 5.363809e-04 8.161293e-06 
##         3711         6107         9446         1617         7367 
## 2.970731e-06 4.501563e-06 6.050790e-05 3.362629e-03 3.173939e-05 
##         6092         2991         8953         5756         1116 
## 8.585680e-08 2.120054e-05 2.193232e-04 9.010040e-06 3.149010e-05 
##         4076         4541          931         3292         2066 
## 2.472912e-05 3.036079e-04 1.955346e-05 3.464553e-04 8.295774e-08 
##         5619         6698         5516         1250         3365 
## 8.858344e-05 1.195610e-04 1.459582e-04 2.307558e-04 2.118575e-05 
##         6763         1949         5148         3495          663 
## 3.990922e-05 2.415854e-06 2.489885e-05 7.903585e-05 2.678215e-07 
##         3581         7520         9259         5086         8587 
## 8.380723e-07 1.521379e-05 4.769737e-04 9.574711e-05 1.758173e-04 
##         7469         4003         6753         4630         5007 
## 5.816295e-05 8.228698e-08 1.224125e-04 1.234517e-04 5.946732e-04 
##         9976         5744         8558         5005         5584 
## 1.025633e-04 1.123721e-06 1.314652e-04 4.423950e-05 8.607535e-05 
##         2867         3938         5519         9070         4392 
## 1.360823e-04 2.072815e-03 1.601475e-05 1.493636e-04 2.319345e-05 
##         2975         3435         4476         8164          608 
## 1.624290e-04 2.478697e-06 8.501020e-06 8.896849e-05 1.017310e-04 
##         7626         2492         1960         1986         6963 
## 5.474103e-08 3.879452e-05 8.560942e-05 7.702113e-05 1.517449e-04 
##         1258         2928         8155         1237         5622 
## 1.562111e-04 3.012944e-04 4.513115e-05 4.970443e-06 2.945413e-05 
##         3670         5874          553         3742         7987 
## 1.692504e-03 2.597933e-06 3.641510e-04 6.184496e-05 6.593901e-05 
##         8627         7413         8049         1404         4666 
## 1.591167e-06 1.038982e-04 1.025651e-06 3.922518e-05 8.095896e-06 
##         8316         5858         5054         4537         6157 
## 1.651185e-05 8.807835e-05 1.133464e-06 2.239436e-05 7.511492e-06 
##         1141         1811         1931         8341         4899 
## 6.387424e-04 5.204479e-05 1.907251e-05 7.196723e-05 3.081866e-05 
##         9320         3399         4284          660         4070 
## 5.755911e-05 1.152090e-04 3.319779e-05 1.649034e-04 7.069880e-05 
##         2396         6638         7314         5350         7841 
## 2.393854e-04 2.609646e-04 1.303138e-04 1.404053e-06 1.181957e-03 
##         6863         1555         1909         2003         8531 
## 5.920181e-07 6.046900e-05 1.145839e-04 3.249446e-04 4.825973e-06 
##         2477         9037          872         1387         3613 
## 3.028115e-04 3.512627e-04 2.690800e-04 9.420659e-04 5.638076e-05 
##         8195         5759         1677         5878         2241 
## 5.833085e-07 5.210720e-06 2.953761e-04 1.641060e-04 2.572142e-05 
##         6354         1494         7403         2010         4872 
## 1.234341e-06 1.051282e-07 1.727844e-04 1.776893e-05 4.380921e-04 
##         4804         4598         7953         1694         7247 
## 1.411507e-05 1.067153e-04 7.933028e-06 1.148887e-04 4.791186e-04 
##         1490         9860         3594         3905         6313 
## 4.176629e-04 3.394017e-05 1.659026e-05 2.524947e-04 2.659608e-05 
##         9302         9771          635         9559         1127 
## 5.409903e-08 2.033710e-05 2.030553e-05 6.321079e-05 1.816258e-05 
##         1177         9044         5068         1777         8964 
## 1.189018e-04 1.695813e-05 2.341880e-06 1.121513e-04 3.081159e-06 
##         1847         6002         6088         8971          787 
## 2.328640e-04 1.733527e-03 1.617915e-07 4.528353e-06 8.669478e-05 
##         9192         5309         2840         2387         2846 
## 8.170407e-04 1.962448e-04 1.861185e-04 5.490378e-05 2.359284e-04 
##          909         7938         1282         6071         4040 
## 1.256430e-04 7.000172e-05 1.075274e-04 4.723599e-07 2.215362e-04 
##         2199         5705         2873         7430         4760 
## 1.098919e-05 1.568772e-05 5.448151e-05 3.212672e-04 2.730543e-05 
##         5879         5981         7922         4233         3003 
## 5.495870e-04 2.748032e-04 1.349530e-04 1.180770e-05 8.329067e-05 
##         8204         9547         3735         2125         1223 
## 1.787355e-04 5.076371e-04 1.579874e-05 1.475476e-05 6.183660e-05 
##         3794         2053         5688         1760         2612 
## 1.534180e-04 1.249292e-04 4.517981e-05 9.032131e-04 4.454908e-05 
##         4633         9706         8176         4538         3535 
## 5.596260e-05 1.126885e-04 1.310630e-04 3.232608e-07 1.287540e-05 
##         6894         5042          747         4514         8295 
## 2.669536e-04 7.215976e-05 1.187677e-04 3.659496e-06 2.763780e-04 
##         3648         7056         2993         3597         8857 
## 1.248443e-03 3.384916e-04 1.660441e-09 1.436367e-05 6.813663e-05 
##         1682         9910         7017         6673         4710 
## 2.505637e-05 7.803811e-05 9.522223e-05 3.723182e-05 6.208026e-05 
##         4784         9622         4378         4775         4794 
## 5.181154e-04 2.072878e-04 4.602784e-04 1.311570e-05 7.451836e-05 
##         6218         3139         9339         4532          661 
## 2.087993e-04 1.866228e-07 4.229053e-04 5.033610e-04 7.296525e-05 
##         1593         4250         8149         7036         6857 
## 4.027861e-05 1.099002e-04 1.299385e-04 9.508523e-04 1.090994e-04 
##         5604         7756         9782         4559         7414 
## 6.248460e-05 7.128414e-05 2.699353e-04 9.273186e-05 6.747044e-06 
##         8152          119         3970         6536         5442 
## 8.725544e-05 1.545392e-04 1.698393e-04 3.351998e-06 5.538014e-03 
##          637         4697         8694         1373         4589 
## 3.159214e-06 1.028316e-05 7.704534e-05 9.890582e-05 2.448298e-04 
##         8309          929         8666         2983         9523 
## 1.798009e-04 2.579531e-04 1.235694e-05 6.668228e-05 8.327131e-05 
##         7236         1836         5611         6498         3820 
## 6.992464e-07 1.205659e-03 3.042330e-07 1.201573e-04 8.348748e-05 
##         3023         6723         3218          514         7146 
## 5.691136e-05 6.010617e-06 2.123933e-04 9.892382e-05 1.467836e-04 
##         4809         1296         6436         2214         2095 
## 5.106184e-05 1.240750e-05 1.393973e-04 1.133479e-04 1.783659e-04 
##         3059         9144          603         7574         8446 
## 1.054037e-03 1.333263e-05 9.037695e-05 1.817469e-04 1.355866e-04 
##         6225         9156         3155         5014         2328 
## 3.407487e-04 2.641988e-04 3.623197e-05 2.840250e-04 9.500644e-05 
##          754         8038         8498         3994         9250 
## 6.613137e-04 5.913006e-06 7.668278e-05 1.240582e-05 1.303785e-04 
##         9478         5214         6148         6726         6969 
## 5.297356e-05 1.897123e-03 2.412352e-05 2.128939e-04 3.756621e-05 
##          324         3974          215         3876         3245 
## 6.204665e-05 1.467484e-04 1.928486e-05 2.227456e-04 3.038248e-05 
##         1712         4347         9495          548         1368 
## 3.947705e-05 1.012320e-05 2.062534e-05 1.656564e-04 2.262697e-04 
##         8337         6208         2166         5159          701 
## 5.584518e-06 5.861517e-06 1.602703e-04 2.886234e-06 2.911213e-05 
##         5188         9550         1549         4529          140 
## 3.755788e-05 8.155311e-05 3.160432e-05 1.281666e-05 1.234328e-04 
##         4245          313         2674         2904         5205 
## 6.888580e-04 1.330524e-05 9.472848e-06 2.928661e-04 6.037046e-08 
##         5709         7455         3057          848         5364 
## 3.168006e-05 4.020336e-05 6.273220e-08 9.028969e-07 7.321174e-05 
##         5463         8223         6883         8175         2908 
## 2.052526e-06 6.035000e-06 4.489208e-03 1.916887e-04 9.915210e-05 
##          784         8470         5299         1007         2271 
## 7.468681e-05 1.680764e-04 7.845117e-05 2.632764e-04 7.586995e-05 
##         7244         5038         1402         5965         5670 
## 4.157132e-05 7.388115e-04 1.834818e-04 3.307094e-03 9.395392e-06 
##         8845         7447         2611         1868         2127 
## 2.952588e-05 5.551407e-05 1.170117e-06 1.059171e-04 7.360983e-07 
##         5088         9914         8563         3706          719 
## 1.082128e-04 3.715929e-05 5.448973e-05 8.135563e-05 7.909348e-06 
##         6327         1089         7170         8756         5461 
## 3.993494e-05 6.393259e-04 2.916345e-05 3.066173e-06 1.883222e-05 
##         6871         3910          223         6865         6993 
## 2.002436e-06 2.952632e-04 1.074346e-04 3.782240e-04 1.684458e-05 
##         3034         6533         1448         2866         6810 
## 1.974519e-04 3.206568e-05 2.793259e-07 6.264231e-05 8.240960e-06 
##         4647         3874         3235         8507         5706 
## 8.493167e-05 5.960347e-08 9.076868e-06 9.207023e-05 2.695032e-04 
##          786         2654         3753         1309         7183 
## 8.137065e-05 5.241887e-05 1.093523e-04 4.018164e-05 1.618932e-03 
##         1051         4370         9857         3403         3224 
## 1.627036e-04 8.938599e-05 1.437228e-04 5.828776e-05 3.213845e-04 
##         9172         5104         8722         6710         6317 
## 5.781765e-05 2.461389e-06 1.091628e-04 8.280146e-05 2.956006e-04 
##         9934         5402         9630         3813         8249 
## 2.574976e-04 1.257107e-04 1.550390e-04 1.103578e-05 2.610700e-05 
##         5678         9875         2079         9315         5730 
## 1.896019e-05 3.170758e-06 6.940553e-05 4.342899e-07 4.869731e-06 
##         8243         2124         1239         3055         3729 
## 1.925088e-05 5.363911e-04 3.478421e-05 2.010038e-05 8.631507e-06 
##         3491         4453           54         8633         7245 
## 2.266368e-05 7.191894e-05 7.289446e-04 1.825405e-05 8.771232e-09 
##          827         4883         2445         2738         9739 
## 5.639926e-04 4.901161e-06 1.338140e-03 2.924382e-05 2.675952e-05 
##         9175         8834         3253         9963         5838 
## 3.340948e-04 1.222492e-05 2.086296e-06 3.035690e-05 7.888585e-05 
##         3674         1274         6953         5438          999 
## 1.083911e-04 8.927933e-04 8.110422e-05 2.546980e-04 2.743437e-07 
##         8288         2149         8876         4010         5960 
## 4.457611e-04 5.131790e-06 4.482634e-06 2.936993e-04 8.774848e-04 
##         1506         4050         9528         3995         8014 
## 3.844693e-07 5.413211e-05 2.173388e-07 4.008134e-05 6.787070e-04 
##         8758         3964          814         8392         8089 
## 1.456481e-05 3.654525e-07 2.536071e-04 3.645243e-05 9.955564e-06 
##         5774         1848         4278         6055          230 
## 8.517681e-05 1.302622e-04 3.527463e-04 2.325675e-04 4.549589e-06 
##         8275         7669         4500         9815         2369 
## 7.991451e-05 5.423041e-06 1.445870e-05 7.157785e-06 1.785559e-05 
##         1678         9633         1881         4220         3225 
## 6.017230e-05 2.949970e-04 3.827142e-04 4.510893e-04 4.197171e-05 
##         7067         8786         7009         4107         3534 
## 5.881899e-05 4.483497e-05 8.979154e-06 8.037491e-05 7.624432e-05 
##          600         3143          149         3254         2525 
## 1.327038e-04 1.601199e-05 4.743076e-04 5.977965e-05 6.306649e-10 
##         3707          752         7976         4727           14 
## 2.673893e-06 9.103446e-06 3.943191e-05 4.969254e-05 1.072137e-05 
##         4682         2496         1813          267           99 
## 4.474487e-05 5.943855e-05 1.737780e-05 2.065426e-05 2.476629e-05 
##         8567          535         8778         1422         7002 
## 1.669102e-04 1.233733e-05 9.900979e-04 3.153505e-05 8.162069e-06 
##         6099          168         2220         8488         4719 
## 1.301483e-05 4.486547e-05 1.808609e-05 2.512486e-07 1.346394e-04 
##         8800         9799         6167         8923          847 
## 7.106637e-05 6.607568e-07 6.878440e-05 1.158008e-05 6.848827e-05 
##         7784          203         5388         8640         1735 
## 1.249306e-04 6.270396e-05 1.694232e-05 3.154183e-04 2.275310e-04 
##         8021         8012         7925         5648          141 
## 4.746490e-05 8.135728e-05 8.755549e-05 1.634545e-03 9.038186e-05 
##          154         5986         5852         4472         3332 
## 9.858696e-07 3.087425e-05 3.632357e-04 1.081552e-04 2.281836e-04 
##          269         8126         7870         4335         5475 
## 1.347865e-03 1.073113e-05 2.088798e-05 4.601868e-05 3.976631e-05 
##         2253          539         2056         8248         9131 
## 9.986494e-05 2.326430e-07 6.827140e-06 4.778273e-07 4.575515e-04 
##         6846          766         1591         7186         3180 
## 3.512974e-04 9.943670e-05 3.962701e-04 1.182154e-04 9.136079e-06 
##          104         7399         1003         3647         2902 
## 1.387967e-04 1.080391e-04 3.052358e-05 1.843355e-05 2.710314e-10 
##         9409         5392         4941         1819         5698 
## 1.505755e-04 6.432992e-05 2.953410e-04 2.394690e-05 1.751572e-06 
##         7759         1122         8097          293         7716 
## 6.882584e-05 1.918935e-04 9.725873e-07 2.182699e-04 2.085849e-05 
##         1450         6940         1556         1670         3261 
## 2.747917e-05 4.901743e-04 2.200937e-04 8.461057e-07 4.614961e-06 
##         9800         2982         1352         6727         2884 
## 3.410810e-06 1.406902e-04 2.712771e-07 4.976662e-04 6.941634e-05 
##         6918         1489         6156         9778         2347 
## 5.307589e-05 2.677171e-04 2.771125e-04 2.335363e-09 1.157634e-04 
##         3778          187          461         7509         9754 
## 4.367774e-06 1.914455e-05 3.717714e-05 3.166027e-05 8.623659e-04 
##         7750         1004         6428         5176         2933 
## 3.072878e-06 5.959505e-05 9.761460e-05 2.752403e-04 2.203766e-05 
##         6699         9072         2029         8631         7105 
## 3.028075e-04 3.068812e-10 1.252305e-04 2.916004e-04 4.232314e-05 
##         6778         6193         2723         8650         2544 
## 4.499363e-05 4.711020e-04 1.484414e-04 1.183719e-05 1.941190e-04 
##         1589         9110         1132         9801         2713 
## 2.494143e-04 1.189877e-04 3.254440e-07 2.378007e-05 1.013899e-05 
##         8999         2308         8853         3568         7773 
## 9.856134e-06 1.030518e-04 1.054129e-04 5.514043e-04 1.061296e-04 
##         2934         6397         7523         5496         7980 
## 5.757523e-05 2.708315e-05 2.565135e-05 4.651584e-05 5.357809e-05 
##         8358         3176         2819         3331         7848 
## 6.796645e-05 2.281109e-05 5.550394e-05 7.320458e-04 2.129785e-05 
##         9018         3598          560         8522         7937 
## 8.392695e-05 2.165424e-05 7.231758e-05 3.681289e-07 1.128122e-03 
##          485         4604         7020         8746         4956 
## 1.208993e-05 1.535276e-04 5.192256e-07 3.203037e-05 5.563488e-05 
##         5270          582          700         6390         7847 
## 3.543077e-04 4.860094e-04 5.444804e-05 2.596450e-04 7.857068e-04 
##          403         7556         6844         8349         5712 
## 2.191968e-05 7.610846e-04 4.131796e-04 1.118543e-04 1.649704e-06 
##         3943         3025         6746         1046         8025 
## 7.248869e-05 2.431537e-04 1.253118e-05 1.073615e-04 1.884849e-04 
##         3770         9390         9589         5510         3604 
## 7.130150e-05 1.747299e-06 7.513419e-05 2.125651e-07 2.065797e-04 
##         7805         9697         6172         1552          624 
## 9.878465e-06 3.972762e-04 2.965799e-05 4.443158e-05 4.066554e-06 
##         1001          115         2741         5691         1474 
## 8.739031e-04 1.885850e-05 2.570144e-03 7.848383e-05 2.015392e-07 
##         5129         4597         6452         1981          857 
## 5.757657e-05 6.686176e-05 8.582415e-06 2.827480e-06 2.688255e-04 
##         8332         8068         7779         7513         7130 
## 1.549396e-04 4.926714e-04 2.347932e-05 3.204778e-05 5.118677e-04 
##         1793         8315          564         9397         4454 
## 1.368645e-04 9.937380e-04 1.040456e-04 9.567818e-05 3.165411e-05 
##         7994         7357         6925         9610         5538 
## 8.169744e-05 1.567946e-07 2.909536e-04 5.941810e-04 4.029685e-05 
##         4078         8294         2702         6682          373 
## 1.366441e-06 6.178365e-06 3.977621e-05 7.428122e-05 2.487952e-04 
##         7496         4343         5127         1325         2716 
## 3.147989e-04 2.829907e-04 1.034309e-04 4.206355e-04 9.048435e-05 
##         9903         9957         8527          592          997 
## 1.466769e-04 3.024267e-04 3.113617e-05 3.860483e-05 9.874699e-05 
##          323         4580         4352         5184         3512 
## 1.440047e-04 7.485709e-06 8.522367e-05 7.109421e-07 1.874294e-04 
##         4375         5608         2953         8859          344 
## 1.108301e-05 1.930537e-03 5.311703e-06 2.723930e-06 1.817898e-04 
##         1093          433          769         6564         7849 
## 1.246963e-04 1.693889e-04 2.026493e-05 3.801406e-05 2.457081e-04 
##         5110          924         7578         7342         3215 
## 4.919716e-04 4.149979e-05 1.039186e-03 4.358219e-05 1.157718e-05 
##         9124          481         9024         3731         6179 
## 5.349005e-07 3.517162e-05 9.642156e-06 2.103739e-05 1.382607e-05 
##         5551         4268         7792         8570         2448 
## 5.934506e-05 8.356105e-05 1.134622e-05 4.108607e-05 8.027039e-05 
##          253         8862         6175         5420         1710 
## 2.604672e-06 7.582045e-05 1.077508e-05 1.054745e-04 6.520309e-06 
##         6169         1105         6137         8976         9938 
## 2.323487e-05 4.751938e-05 1.359860e-04 2.064565e-04 6.649849e-05 
##         8322         7862         9381         8901         9091 
## 1.702397e-05 1.242620e-04 2.047653e-04 7.777595e-05 7.860006e-05 
##         9628         8540         6749         6283         4916 
## 1.961257e-04 1.317763e-05 4.723985e-04 2.017492e-05 7.349724e-05 
##         2719         5263         2001         4650         6224 
## 6.013427e-06 1.507446e-03 2.115169e-07 2.124999e-05 8.316235e-06 
##         8186         2535         5771         3956         1744 
## 1.788138e-04 2.258782e-06 1.213503e-05 3.038499e-06 7.300242e-06 
##         2998         3502         2925          290         1884 
## 1.105134e-04 1.398390e-05 8.172155e-04 1.499236e-04 6.879980e-05 
##         9160         8071         6943          473         5525 
## 6.947651e-05 1.483773e-04 4.001331e-04 3.684044e-04 1.260191e-04 
##         4843         2963         1416         9557         1508 
## 1.647633e-06 2.249003e-04 7.408300e-05 7.440874e-05 2.123139e-05 
##         9455         4094         5549         7533         3980 
## 2.997212e-04 2.743698e-04 3.944028e-09 1.794167e-05 4.376036e-05 
##         2681         9900         4152         4628         8913 
## 7.188686e-07 4.019442e-05 7.185918e-05 2.920917e-06 5.036653e-05 
##         5600         9932         8572         2035         9424 
## 3.474483e-04 3.092039e-04 2.124188e-04 3.043712e-07 2.152740e-04 
##         1257         5090         7887         6368         8738 
## 1.230329e-03 1.437476e-04 2.200576e-05 4.273113e-07 5.219453e-04 
##         9062         5891         5687         9438         6948 
## 1.439673e-04 2.234389e-04 6.275130e-04 1.512323e-05 2.126959e-04 
##         7897         6648         3315         5495         1924 
## 1.568195e-04 1.078650e-05 1.442180e-04 6.255452e-04 3.091454e-05 
##         1557         4165         1066         3909         4444 
## 6.430264e-05 1.597182e-05 2.084438e-04 2.163574e-04 3.218081e-06 
##         3807         3666         3709         9700          855 
## 1.185379e-05 7.783667e-06 1.833480e-05 6.897128e-05 1.031141e-05 
##         1540         5616         7053         8086         5934 
## 4.949200e-05 1.987647e-05 5.822843e-05 5.443345e-05 7.515119e-05 
##         7309         1335         7411         7635         8104 
## 7.316402e-05 1.091225e-04 6.919935e-10 9.654211e-05 1.369393e-06 
##         6954         6043         1063         4523         8057 
## 5.408685e-05 2.176510e-04 1.220282e-04 1.939115e-04 3.523739e-04 
##         4134         6550         8188          412         8092 
## 2.300238e-05 3.964289e-05 9.320644e-05 2.141538e-04 1.438434e-04 
##         7487         9004         2284         3741         7735 
## 5.457966e-06 5.071143e-05 1.050334e-07 7.045921e-05 2.154628e-06 
##         8885         8380         3244         9271         2151 
## 4.513136e-05 4.429066e-06 5.305938e-06 2.855705e-05 9.367059e-05 
##         8154         3052         5369         2181         2729 
## 1.082562e-06 2.693677e-04 6.384885e-04 2.777690e-04 3.894693e-07 
##         7128         4646         4711         4533         3103 
## 3.079946e-04 3.681312e-04 2.397687e-07 1.213507e-04 2.479417e-05 
##         6324         3507         5779         2301          815 
## 9.417506e-05 1.601838e-04 3.595878e-05 1.065436e-03 1.207513e-04 
##         6151         9657         5828         7264         3382 
## 1.264806e-05 4.377429e-04 1.498882e-06 1.847254e-05 3.520276e-04 
##         7480         1425         1573         7120         1197 
## 1.480759e-04 7.392815e-05 2.565537e-06 1.307055e-05 6.684183e-05 
##         3192           25         3916         7836         6559 
## 6.204488e-04 4.143068e-05 1.850830e-05 5.015263e-04 4.344389e-05 
##         7745         3759          213         1544         4651 
## 1.992846e-06 9.921547e-06 1.658643e-03 8.471854e-05 3.423264e-06 
##         5167         5545         9450         3689         5100 
## 5.378841e-05 2.218488e-03 2.405795e-04 7.408914e-07 4.433050e-05 
##         2210         8291         4491          853         5252 
## 1.075442e-04 8.062888e-06 3.217581e-06 5.951509e-05 9.719358e-04 
##         5035         5206          779         8391          856 
## 7.454911e-05 9.438011e-08 9.076741e-04 7.073812e-06 5.468158e-05 
##          110         7845         1945         8325         1536 
## 4.698513e-04 1.441084e-03 1.287029e-03 4.677867e-05 1.995256e-05 
##         7717          389         7694         7171         1326 
## 2.015672e-05 9.313191e-04 1.488753e-04 1.235281e-04 5.531258e-06 
##         1928           90         2406         5046         5672 
## 2.061603e-04 3.806399e-05 3.062394e-04 5.475057e-05 1.544538e-05 
##         5153         7981         7776         7421         3199 
## 2.918288e-04 5.404788e-06 5.859598e-05 1.164649e-03 4.617728e-04 
##         5409         1660         2820         3407         7417 
## 1.068107e-04 1.907307e-04 2.780556e-04 1.113865e-04 4.541186e-05 
##         2974         8753         4674         1748         1950 
## 2.368267e-04 2.854328e-06 7.391385e-05 1.445795e-06 2.066150e-04 
##         5720          451          926         2032         1913 
## 7.548421e-05 1.526307e-05 1.158486e-09 4.088274e-05 2.251346e-05 
##         1027         7242         7380          865         5908 
## 1.693032e-04 7.273428e-05 7.380596e-04 2.718692e-04 5.281755e-06 
##         2470         5893         6850         3642         8238 
## 3.246529e-05 6.232868e-06 6.178611e-04 2.287361e-05 2.749541e-04 
##         4327          321         5138          246         1541 
## 8.429444e-05 3.510234e-05 3.475198e-04 2.833713e-06 1.253029e-04 
##         4601         8281         8952         9750         1409 
## 1.281099e-04 2.245348e-04 5.787311e-05 2.530453e-04 1.793343e-04 
##         5173         9908         8642         6916         1307 
## 7.024520e-05 2.456492e-04 2.034098e-06 1.820082e-05 2.221083e-07 
##         9121         1068         9443         9078         3762 
## 2.028679e-11 3.502674e-04 5.396586e-05 3.833749e-08 9.672375e-07 
##         8780         2992         6379         2459         2649 
## 2.745758e-05 2.136224e-04 1.488009e-05 2.626074e-04 1.542948e-05 
##         9233         7258         7058         4862         8775 
## 1.310747e-04 6.362394e-05 1.101497e-04 7.653513e-06 2.027773e-04 
##         1854         3171         2273         5521         9880 
## 1.289277e-04 3.052814e-05 9.953405e-05 1.515396e-04 2.553353e-05 
##         4264         2420         9590         8731         7638 
## 8.207103e-04 3.964480e-04 2.156805e-05 1.321958e-06 3.426799e-05 
##         1180         9956         2204         7401         3501 
## 2.944134e-04 2.226226e-04 9.090172e-05 6.887883e-05 5.412651e-04 
##          465         1587         9600         9207         4004 
## 3.657707e-04 1.825615e-04 4.713247e-05 5.930090e-05 2.548607e-04 
##          487         8721         1290         2226         2490 
## 6.373109e-05 9.362496e-05 1.137114e-04 2.263946e-04 2.756743e-04 
##         1801         7582         1608         3289         7317 
## 1.625201e-04 8.695190e-05 4.484714e-04 9.543231e-05 2.929658e-05 
##         8842          889            3         3210         3626 
## 9.016441e-05 1.954129e-08 2.390795e-04 3.236960e-06 7.175410e-05 
##         4910         4211         2402         9774          910 
## 5.038721e-04 1.521308e-04 7.017122e-05 6.510603e-07 4.757678e-06 
##          739         9444         6254         6933         3944 
## 2.429669e-05 1.808072e-04 2.729863e-06 1.919414e-05 1.748397e-05 
##         3061         6988         2083         2892         1873 
## 1.087679e-05 8.610398e-06 7.332302e-05 1.163563e-04 2.240657e-04 
##         6747         9874         5142         9206         1566 
## 1.377234e-05 6.030172e-06 3.652484e-04 5.727482e-05 1.129839e-04 
##         5578         7660         8965         7868         4439 
## 1.059893e-04 5.113102e-05 3.597057e-05 3.645654e-05 1.855219e-05 
##         2794         8016          526         6038          958 
## 5.882959e-05 2.540341e-05 2.617838e-04 1.999683e-05 4.571785e-05 
##         3628         4009         6162         1496         9222 
## 3.523192e-04 1.237422e-06 2.942603e-05 3.877091e-04 3.283138e-04 
##         6438         5315         5859         8094          870 
## 1.174774e-07 1.702523e-04 1.042851e-03 7.007721e-05 4.351809e-05 
##         8706         6571         5450          670          310 
## 1.047925e-04 7.302633e-05 1.611571e-04 2.483975e-05 3.372439e-05 
##         4052         4014          227         7515         9904 
## 8.245369e-05 2.627400e-07 1.922613e-04 4.857867e-05 3.646015e-04 
##         5465         8757         2240         1970         4564 
## 3.650250e-05 8.646723e-06 4.691970e-04 7.985306e-05 7.527947e-04 
##         4035         1904         7213         3528         2009 
## 1.206994e-04 6.554478e-04 1.139777e-04 3.838543e-05 6.827730e-04 
##         3671         7977         8469          371          981 
## 5.306857e-06 3.072827e-04 1.357808e-04 2.424503e-04 8.127652e-05 
##         2538         5000         7393         6049         9821 
## 4.310453e-05 4.147454e-05 4.452335e-06 8.062204e-06 2.872794e-06 
##         9536         1287         5535         2268          280 
## 1.027563e-04 8.612465e-05 3.338045e-05 6.941235e-08 4.541026e-05 
##         8992         5106         3761         2679         7791 
## 3.733497e-07 3.504380e-04 3.024534e-04 1.221529e-05 6.537633e-05 
##         8301         2684           93          103         3875 
## 2.401304e-04 6.856752e-05 5.227247e-05 7.721656e-05 2.876786e-05 
##         8560         2847         4834         1185         4886 
## 6.824772e-05 8.450579e-05 1.133199e-05 9.483295e-05 1.994357e-05 
##         4722         4614         2761         9448          921 
## 1.061788e-05 2.167997e-04 4.189856e-05 7.411256e-06 2.515365e-04 
##         7920         8543         5290         9775         3249 
## 3.599877e-05 6.077585e-05 1.708326e-05 8.772814e-05 1.640947e-06 
##         3197         6473         2532         7947         3878 
## 1.551085e-04 2.528120e-06 2.565895e-05 3.976935e-05 1.613969e-04 
##         7774         7998         2156         6418         7088 
## 2.907417e-04 1.648325e-05 2.542287e-05 4.070341e-06 8.351948e-05 
##         7765         8926         3513         6942         7476 
## 8.755300e-05 3.168683e-04 4.966160e-05 2.021316e-04 6.068552e-08 
##         1310         3695         9971         6812         4773 
## 4.231027e-05 1.530401e-04 1.287949e-04 5.731183e-05 4.332726e-05 
##         9236         4406         5120         9182         6951 
## 2.643778e-05 6.295409e-04 6.922600e-05 1.786076e-05 8.639568e-06 
##         6244         6813         8699         4282         5860 
## 4.796089e-05 1.515348e-05 1.086567e-04 3.715118e-05 1.441236e-05 
##         6898         3248         9164         7115         1029 
## 1.833708e-03 1.187213e-04 3.550274e-05 3.988477e-07 3.291507e-04 
##         5230         8589         3830         1192         5755 
## 7.140852e-07 2.536911e-04 1.632906e-04 2.841994e-06 9.125978e-05 
##         7829         9106         1006         8526         4269 
## 6.516679e-05 1.446034e-05 5.202282e-05 4.946236e-04 1.055027e-03 
##          484         3738         8209         6094         9376 
## 4.738450e-05 2.563936e-04 6.985757e-05 1.964367e-04 1.276801e-04 
##         7725         5841         8772         2877         6427 
## 1.078955e-05 2.776042e-04 2.654903e-05 2.226963e-04 7.907404e-05 
##         4504         3250         9415         1651         9510 
## 2.849334e-05 1.017118e-04 5.978014e-05 2.681102e-04 3.004008e-05 
##         9270         5911         6501         5108         2835 
## 6.743059e-05 1.787152e-05 2.653947e-04 1.911555e-04 3.283567e-07 
##         7511         8879          298         7831         1202 
## 1.699968e-05 7.185526e-05 6.960578e-06 1.052171e-06 4.668229e-05 
##         8320         7321         9461         7858         1792 
## 4.534989e-06 1.561089e-04 2.065742e-05 1.684561e-04 7.016177e-05 
##         8352         2595         2269         4058         9969 
## 1.879592e-05 2.143712e-05 6.655148e-04 1.324743e-03 1.443707e-06 
##         3321          893         9524         6372         4747 
## 4.523428e-05 4.541156e-05 7.528285e-05 6.213110e-05 2.917116e-07 
##         1232         4239         2589         9886         4546 
## 3.422498e-05 1.690043e-06 4.355948e-05 7.857319e-07 8.877110e-05 
##         9725         8996         4484         8777         7382 
## 4.181080e-05 2.346331e-05 5.717954e-05 1.450000e-04 3.878190e-04 
##         1874         3682         1016         5339         1697 
## 9.873587e-05 1.822653e-04 1.274725e-05 8.056594e-05 3.483747e-06 
##         8935         2951         7246         9139          869 
## 5.141630e-05 3.780134e-04 4.400860e-05 1.109821e-04 3.709724e-06 
##         1850         3740         2109         7518         7871 
## 9.918621e-06 1.977194e-06 1.403350e-05 5.183243e-04 7.219383e-04 
##         6095         7995         8821         1463         6230 
## 3.382061e-05 1.378044e-04 3.710197e-05 4.736025e-05 4.901293e-05 
##         8347         6655         4940         1114         3107 
## 4.753643e-03 1.067612e-05 1.163831e-04 2.986903e-05 3.238578e-05 
##         8235         7452         7467         1820         1214 
## 8.747032e-05 9.389669e-04 1.731791e-03 1.156899e-04 6.304506e-09 
##         1851         8146         7535         2067         3302 
## 1.557618e-05 7.633104e-05 1.397928e-04 6.193824e-05 5.996652e-04 
##         5715         5171         8020         7483         3459 
## 1.445960e-05 6.677137e-05 8.796519e-05 6.445248e-04 5.216462e-05 
##         7809         1000         5441         7325         7642 
## 1.485513e-05 9.705671e-05 3.628767e-05 4.552868e-05 2.913035e-09 
##         1957         5400         1134         3623          494 
## 1.077827e-05 1.812579e-04 7.703435e-05 4.796495e-06 6.829900e-04 
##          355         2911         9406          327         3901 
## 1.306604e-05 6.610065e-05 4.597370e-05 1.305557e-05 4.631350e-05 
##         2913         9345         2944         1098         9269 
## 4.565179e-06 3.081360e-06 5.332330e-04 2.508629e-05 1.404611e-04 
##         4813         1242         6873         2833         3162 
## 4.874621e-07 3.275665e-04 5.239356e-06 4.098278e-07 1.433352e-06 
##         9467         3869         3945         4248         6708 
## 6.214601e-05 3.392948e-05 1.409830e-04 3.027528e-05 2.260564e-04 
##         2113         2476         3251         7687         6805 
## 4.794679e-04 6.330675e-05 4.016347e-04 1.771395e-06 2.198263e-05 
##         8941         4270         3798         9224         4595 
## 9.900606e-06 5.429529e-05 6.669599e-05 1.351237e-04 4.764287e-05 
##         4027          655         1598         4975         5693 
## 6.834498e-04 1.456330e-04 5.556814e-05 7.247746e-05 4.597311e-07 
##         6693         2514         1249         7286         6009 
## 2.967884e-04 7.001513e-04 2.566174e-04 1.602070e-04 1.727143e-04 
##         6267         6545          297         8608         5191 
## 1.159746e-03 3.676617e-04 1.554573e-05 2.934580e-04 7.873178e-05 
##         7229         7757         5694         7391          362 
## 1.519413e-04 8.169066e-05 3.124344e-05 2.857236e-06 6.638893e-06 
##         7358         7158         3929         8340         3450 
## 5.932878e-07 1.414412e-04 1.182823e-05 3.818828e-06 3.341974e-06 
##         8508         5279         9100         1243         5511 
## 3.749612e-04 7.063937e-05 5.786841e-06 1.662853e-04 6.693546e-05 
##         4346         5796         5130         5060         8703 
## 2.903099e-04 6.700952e-05 9.802868e-06 4.646139e-04 1.386706e-05 
##         2038         5122         5208         7446         1700 
## 2.989281e-05 1.165894e-04 8.353413e-07 2.948501e-05 2.211364e-04 
##         9558         8420         6293         2971         5601 
## 9.517564e-05 5.037642e-05 3.476467e-04 4.556879e-07 1.954743e-04 
##         5458         8841         4371         7261         3272 
## 1.258653e-04 7.940765e-06 5.450245e-06 7.901437e-05 9.475032e-05 
##         1337         4967         2120         7021         6176 
## 1.904830e-04 6.025520e-05 2.077009e-07 1.236481e-06 9.714362e-05 
##         5550         9664         2548         5480         4056 
## 3.743108e-06 1.079401e-04 1.435851e-04 5.205772e-08 3.134830e-05 
##         9707         8019         2097         1887         5195 
## 1.752248e-06 9.415945e-06 9.869374e-06 2.943330e-05 2.922410e-04 
##         7955         1774         4501         1908         2431 
## 3.878560e-06 1.017570e-03 3.946980e-05 6.430333e-04 1.503975e-05 
##         4412         8329         5226         9178         5099 
## 1.778541e-05 2.900012e-05 1.066506e-05 5.785259e-05 3.225764e-06 
##         9165         6265         1665         8331         4680 
## 2.301630e-05 8.493772e-06 1.824072e-04 5.655842e-05 5.434977e-05 
##         1439         4006         4252         4344         5097 
## 1.372726e-04 2.096680e-04 2.224461e-04 3.386507e-04 4.384420e-04 
##         6398         5980         2334         8696         2639 
## 5.257455e-05 5.529288e-05 8.939017e-05 1.731785e-06 3.141502e-04 
##         2043         3839         8980         5454         9168 
## 2.643750e-05 7.979080e-05 1.447669e-07 7.587734e-05 4.681924e-04 
##         8002         7527         3575         5056         8691 
## 2.426576e-04 2.018287e-06 9.046090e-07 2.961180e-05 7.414633e-05 
##         2760         5951         2225         1055         2855 
## 5.311564e-05 3.502697e-05 7.891237e-05 1.035877e-04 8.441829e-06 
##         1481         6102         1453         1139         6411 
## 1.829322e-04 1.000566e-04 9.535560e-05 1.056813e-05 3.336556e-04 
##         7249         7902          742         1419         2005 
## 4.314761e-05 7.360694e-05 2.497375e-05 4.352216e-07 6.909359e-07 
##         8472         2455         5800         8083         3673 
## 1.287333e-04 1.394850e-04 1.191538e-05 3.751231e-07 1.540381e-04 
##         8892         1228         2912         4100         7882 
## 1.923538e-05 1.570910e-05 9.256471e-06 1.997603e-04 2.359341e-05 
##         7081         4869         6709         1619         2203 
## 9.283476e-06 8.999545e-05 2.127311e-05 1.348465e-04 1.194371e-04 
##         1794         2137         1420         1267         8001 
## 1.844883e-04 1.752653e-06 7.885475e-07 2.472079e-08 5.092606e-08 
##         7667         9998         8286         5190         2400 
## 3.379093e-05 2.232557e-03 2.304796e-04 6.632492e-05 7.171945e-04 
##         3453         9306          947         8997         7397 
## 3.262674e-04 1.793826e-04 2.881352e-04 1.739215e-04 1.952630e-04 
##           80         7104         4403         2248         8064 
## 9.503181e-05 1.082423e-04 1.362656e-03 8.011502e-05 4.973136e-04 
##         8024         1207         9709         1942          667 
## 2.648161e-06 1.224888e-06 5.451434e-05 1.011550e-05 3.365956e-07 
##          650         5628         2603          466         7339 
## 9.003472e-05 4.272407e-06 4.006144e-04 5.484141e-05 4.356979e-04 
##         5111         3584         7951         9283          662 
## 1.439662e-05 1.272906e-03 1.016220e-03 3.489873e-04 2.181316e-03 
##         8716         7846         4150         8975          888 
## 1.659608e-05 4.426023e-05 7.235539e-05 5.906959e-05 2.055166e-04 
##         5865         7889          411         1272          102 
## 3.095538e-04 5.934482e-06 1.689466e-04 4.005204e-05 7.012621e-05 
##         2205         3178         5531         6238         2645 
## 4.146087e-05 1.086418e-05 7.979304e-05 3.663053e-05 1.295494e-04 
##         5366         7865         4149         4167         1849 
## 1.855724e-05 1.960350e-05 4.119809e-04 2.067869e-04 1.237979e-04 
##         3894         2031         1248          380         7204 
## 1.349671e-04 2.456626e-05 1.544757e-05 2.234620e-06 3.754578e-03 
##         7370         3856          887         3833         3818 
## 2.484659e-04 6.573830e-05 4.394245e-05 3.524678e-05 4.349884e-04 
##         3257         8428         1766         1571         9749 
## 3.828220e-04 3.201844e-05 2.617532e-04 1.951354e-04 2.343098e-07 
##         3652         1136         9490         3283         6125 
## 5.080307e-05 8.878667e-05 3.262473e-07 3.091377e-05 7.388921e-05 
##         6910         4060         8500         1386         8747 
## 9.390942e-05 8.637188e-05 9.004373e-06 4.938170e-08 1.039536e-05 
##         9646         4423         3219         5266         7502 
## 1.288894e-03 1.062382e-03 4.741690e-05 2.949318e-05 1.188386e-05 
##         9759         7583         1514         3937         4669 
## 2.652737e-04 1.564584e-04 3.810632e-04 1.285840e-05 9.271006e-05 
##         6480         6338         1341         1580         6695 
## 1.195012e-03 2.607440e-03 6.856430e-04 1.359469e-05 2.770172e-05 
##         6078         9781         4634         5502         1081 
## 3.533855e-05 1.715036e-07 6.754420e-07 7.813512e-05 4.920444e-04 
##         2004         7098          922         7632          845 
## 5.434044e-05 7.758286e-05 2.972096e-03 1.578986e-04 1.064465e-04 
##         7950         1037         5053         2444         5251 
## 2.825931e-07 1.223335e-06 1.633973e-04 2.130834e-04 3.328308e-03 
##         7880         2350         8040         9357         6423 
## 8.636415e-06 3.455043e-05 1.509114e-07 5.299717e-05 9.541833e-07 
##         1221         3705         7783         4610         5249 
## 8.347704e-05 1.110620e-04 2.807004e-05 1.438665e-04 7.820704e-05 
##          759         9986         8264          771         1312 
## 2.812290e-07 1.259699e-04 3.506761e-05 8.428795e-05 7.083582e-06 
##         8402           91         4907         1991         7461 
## 2.993490e-04 6.514873e-06 2.202987e-04 6.179739e-06 2.676568e-05 
##         3725         6347         1075         9642         2436 
## 3.179745e-04 1.468440e-03 9.677183e-06 7.293873e-04 7.828429e-05 
##         9066         7748         7996         4266         9582 
## 1.655246e-06 1.380921e-04 6.613192e-04 1.481225e-04 2.666207e-05 
##         2642         2621         6958         5175         8641 
## 9.403217e-04 3.985767e-04 5.692994e-05 1.324182e-05 4.603793e-06 
##         1937         9500         4566         9814         7300 
## 1.929689e-04 5.579717e-04 7.926857e-05 9.168391e-06 2.031740e-05 
##         2468         7777         5837         5273         5312 
## 1.211640e-04 1.355565e-04 7.439794e-05 1.894122e-04 4.507415e-05 
##         9779         3904         9145         7751         5311 
## 2.060181e-06 3.046860e-05 2.596631e-04 1.944624e-05 4.662785e-04 
##         4937         7878         5354          175         5415 
## 7.269090e-05 3.936843e-06 6.745203e-05 2.227089e-05 2.241483e-04 
##         2363         6308         1034         9470         2653 
## 8.232164e-05 1.346820e-05 3.937835e-04 6.389973e-05 6.892673e-06 
##         2540         9158         6188           72         7374 
## 6.700823e-07 3.880899e-05 9.087564e-05 4.179251e-05 1.073363e-03 
##         8362         6967         8863         1394         1808 
## 8.610064e-04 3.181092e-04 1.890806e-05 2.965843e-04 2.282717e-05 
##          649         4815          388         2850         1681 
## 3.157143e-06 4.462705e-05 1.128576e-04 2.118873e-05 6.098486e-06 
##         4113          795         7758         6174         9458 
## 3.501305e-05 1.189599e-04 1.795893e-04 4.927292e-05 9.942288e-05 
##         8413         6828         7235         3788         8884 
## 4.124809e-04 2.794825e-06 1.242557e-04 7.161335e-04 6.144671e-05 
##         7962          238         1385         5467         7078 
## 4.345199e-05 1.970504e-04 4.163811e-06 5.980381e-05 3.709753e-07 
##          441         7453         1080         5922         3268 
## 9.239057e-04 1.993223e-05 4.219444e-04 4.465544e-05 1.347235e-04 
##         6391         9213         7200         3903         8734 
## 2.780198e-05 3.450773e-05 3.301744e-05 1.297041e-04 1.510305e-04 
##         9653         6495         6652         5329         3540 
## 9.324230e-05 1.995549e-03 2.263124e-04 7.845340e-05 2.283361e-07 
##         2430         6776         6037         6117         9967 
## 2.719072e-05 3.909967e-05 2.722219e-04 1.823302e-05 2.205597e-05 
##          778         6759         9864         8257         7788 
## 4.032122e-04 9.285648e-05 7.977244e-05 8.463960e-05 6.779881e-05 
##         4635         3500         6704         8112         9248 
## 8.099789e-05 1.782311e-06 4.083638e-04 2.106730e-04 1.142048e-05 
##         5973         9043         5651         8878         8914 
## 1.197766e-06 8.342823e-04 1.288916e-04 1.608286e-04 4.305238e-05 
##         6413         4810         1383         5051         6217 
## 4.413124e-07 6.019210e-07 2.209624e-03 1.408594e-04 2.891258e-04 
##         3838         5306          226         8745         8172 
## 2.767684e-04 3.723860e-05 2.576564e-05 5.431924e-05 5.279194e-05 
##         3567         4394         9921         9219         2493 
## 4.062989e-05 1.885500e-05 5.334337e-06 2.617957e-06 6.322214e-04 
##         4787         9202         2409         8122         1308 
## 1.151571e-04 1.928914e-05 9.565896e-05 4.896318e-05 4.727077e-04 
##         2989           21         4057         2875         9354 
## 1.882978e-04 1.473373e-07 3.121964e-05 1.471886e-05 8.648052e-05 
##         2233         3179          651         9088         2365 
## 9.413138e-05 4.561807e-05 1.916144e-04 9.094644e-05 9.811276e-05 
##         6935         3320         8528         4893         4838 
## 1.170254e-05 1.435831e-05 1.749625e-05 7.897442e-06 1.998980e-04 
##         7001         6731         3209         3160          974 
## 1.605680e-06 1.014109e-04 8.865014e-05 3.843230e-05 6.804175e-05 
##         2651         2638         8740          948         9562 
## 2.962227e-05 1.309661e-04 5.047549e-04 1.014176e-04 2.234811e-04 
##         8767         8584         8774         6996         8193 
## 1.725680e-06 1.417888e-05 6.580817e-04 1.224570e-05 2.855859e-05 
##         4325         9716         4286         5225         7614 
## 5.127643e-04 3.547390e-07 3.428725e-05 1.479469e-05 2.683414e-05 
##         7256         5228         3031         2498           60 
## 2.111300e-04 2.027002e-05 2.761690e-05 3.841395e-05 3.513680e-04 
##         5283         5079         3780         2965         9241 
## 1.266957e-05 4.098164e-04 2.378898e-04 1.769214e-05 7.331565e-04 
##         4136         2192         2195         5770         8847 
## 2.768585e-06 1.633785e-06 1.214657e-04 1.051490e-04 1.473552e-04 
##         2533         5940         5052         9654         9176 
## 3.045191e-05 1.217281e-04 4.074073e-05 1.672834e-07 6.207528e-05 
##         2335         8032         9023         4260         1692 
## 2.090842e-04 8.132545e-05 2.037644e-04 5.425576e-08 2.807950e-05 
##         5674         1470         1755         5381         5835 
## 7.672723e-04 1.654179e-04 3.539757e-04 1.004371e-04 8.413542e-05 
##         8893          304         5141         2168         7303 
## 2.244109e-06 2.088624e-06 5.316696e-05 5.410317e-05 2.839544e-04 
##         2364         5147         8494         8044         5620 
## 2.068208e-06 4.612345e-04 6.856569e-05 1.564219e-05 1.444827e-03 
##         4077         9083         4424         5804         3472 
## 5.315940e-05 8.011629e-05 1.854654e-05 4.939197e-04 5.805114e-04 
##         5596         8811         6252         1745         2770 
## 5.298116e-07 9.031000e-06 8.968539e-05 2.360592e-04 5.836491e-05 
##         4963         4171         9822         8203         6771 
## 1.808862e-05 1.229456e-04 6.964345e-04 1.545931e-04 7.072971e-07 
##         8593          447          892         8782         9410 
## 2.288945e-04 1.282444e-06 5.844148e-05 1.066323e-04 7.798600e-05 
##         4913          158         6343         9162         7744 
## 8.612514e-05 5.864518e-04 6.606054e-05 5.406894e-05 1.029735e-03 
##         3379          691         5423         4851           18 
## 2.185251e-05 2.895216e-05 3.749163e-05 5.555843e-06 5.989256e-05 
##         5417         2419         1861         5428          392 
## 4.589358e-05 2.015078e-05 6.703362e-05 6.477590e-05 9.271328e-05 
##         8323         1927          960         4298         1019 
## 1.051829e-04 1.365076e-05 2.392095e-06 2.668642e-04 2.477564e-05 
##         5303         4731         6183         4317         2276 
## 3.692639e-04 8.064263e-06 2.486125e-04 1.226480e-05 1.629905e-05 
##         3069         7639         4877         4889         9737 
## 9.597299e-06 8.734595e-04 2.091668e-04 8.908392e-06 3.177817e-05 
##         3397          404         7526         9009          903 
## 3.105586e-05 1.004804e-05 1.831734e-04 1.207432e-03 1.200495e-04 
##         4219         3408         8574         8713           96 
## 4.466138e-05 2.256457e-05 4.006067e-05 4.210016e-04 8.101781e-08 
##         1550         3147         5103         6322         2737 
## 1.952990e-04 3.343102e-04 6.760606e-05 2.436132e-04 1.581003e-05 
##         2148         4835          137         4949         7360 
## 3.224710e-05 6.058144e-05 8.117628e-05 6.188601e-05 1.618879e-04 
##         4287         4247         9135         6566         5387 
## 3.564805e-05 3.329165e-04 1.276456e-04 1.768328e-04 6.407397e-05 
##         2413         8568         9917         4302         8712 
## 3.631765e-05 1.453406e-04 1.382600e-05 9.368331e-06 3.694893e-05 
##         5773         6264         5636         6298         2915 
## 1.609300e-04 2.703894e-04 1.103297e-04 1.196272e-04 1.165198e-03 
##         4308         8615         4373         9568         7493 
## 5.393628e-07 2.910407e-04 7.347632e-05 1.887404e-05 1.298227e-04 
##         2162         3923         9845         8037         6130 
## 1.035970e-04 1.758355e-04 3.990417e-06 3.912592e-04 3.091524e-05 
##         2411         3758         1186         3114         7241 
## 5.360617e-05 1.127528e-04 4.349220e-05 5.943899e-05 2.429631e-05 
##         3465         3369         5335         5477         1724 
## 1.187753e-05 3.618639e-04 2.124812e-06 1.844359e-05 1.660452e-05 
##         1886         1251          472         2860         9356 
## 2.638624e-07 3.965210e-05 1.281688e-05 1.647230e-04 9.021097e-06 
##         4273          228         3941          849         3884 
## 1.837006e-05 2.331949e-05 1.341614e-04 1.497758e-04 3.308517e-05 
##         2157         3187         1047         8436         7605 
## 1.427195e-06 2.405742e-04 3.445810e-04 9.849773e-07 1.612890e-11 
##         5222         1491          942         3732         3840 
## 2.115786e-04 7.952073e-04 1.385411e-04 5.305716e-04 9.387075e-05 
##          580         4177          334         7812         1796 
## 1.271056e-04 2.057892e-04 2.000699e-05 6.793565e-05 1.707730e-06 
##         7424         7293         8812         7197         4063 
## 9.381037e-05 1.957125e-04 2.068068e-04 8.790223e-04 5.137531e-06 
##         1959         1772         8604         7353         8678 
## 1.444482e-05 3.194197e-04 1.177116e-03 1.382172e-04 1.920021e-03 
##         5377         4932         7732         1652         9120 
## 7.594135e-06 2.506008e-05 6.908809e-06 1.486447e-06 9.966520e-06 
##         6425         5260         7867         6836         4319 
## 1.487264e-04 2.706071e-04 1.257031e-04 5.089139e-05 3.155612e-05 
##         5640         4516         1212          234         4653 
## 1.471242e-05 7.247130e-05 9.513190e-05 1.584806e-03 2.793873e-06 
##         4958         7010         6486         9698         5164 
## 2.199577e-05 5.153430e-06 6.146518e-04 5.049788e-04 1.656611e-09 
##         5401         7160         1172         5605         4209 
## 2.200480e-04 2.140921e-04 4.411194e-04 7.488342e-06 3.991025e-04 
##         1875         7436          271         6028         9571 
## 7.216326e-05 6.045453e-06 3.210810e-05 3.833108e-04 2.904764e-04 
##         5359         5834         3659         5398         5069 
## 5.260805e-04 9.339771e-05 2.593118e-05 1.728099e-04 5.197529e-05 
##         1642          714         8785         1233         4361 
## 1.056332e-03 8.813760e-06 1.187110e-04 1.633516e-05 2.508847e-09 
##         1837         6620         4388         8931         6599 
## 4.376553e-04 6.515172e-05 6.267008e-05 6.298532e-04 6.019672e-06 
##         1693         3074         3927         7034         1817 
## 5.064210e-05 1.128494e-05 4.695161e-05 5.920131e-07 3.075620e-05 
##         4462         8698         6782         7460         3782 
## 1.639239e-06 3.532911e-04 4.068075e-04 8.205453e-07 1.008949e-08 
##          315         8169 
## 3.011843e-06 6.962800e-07
model.null2 = lm(grand.mean.formula, data.train2)
summary(model.null2)
## 
## Call:
## lm(formula = grand.mean.formula, data = data.train2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -27.0593  -6.1322  -0.6858   5.7872  29.7528 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 124.0164     0.1172    1058   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.868 on 5720 degrees of freedom
plot.diagnostics(model.null2, data.train2)

## hat values (leverages) are all = 0.0001747946
##  and there are no factor predictors; no plot no. 5

## Warning in plot.window(...): relative range of values = 52 * EPS, is small
## (axis 2)

## [1] "Number of data points that have Cook's D > 4/n: 266"
## [1] "Number of data points that have Cook's D > 1: 0"
##         2689         2932          173         4452         7385 
## 4.991973e-04 1.018851e-04 9.834627e-05 3.708422e-04 2.167002e-04 
##         9881         3952          756         9468         8265 
## 3.849195e-04 3.404665e-05 9.638962e-05 2.376885e-06 1.707322e-04 
##         7775         3239         5947         8467         7082 
## 1.472489e-05 1.420478e-05 2.789669e-04 5.676512e-06 1.268746e-06 
##         5633         3086         5522         4138         2063 
## 4.181324e-05 6.785433e-05 1.907127e-05 8.492071e-06 1.154045e-04 
##         8461         4679         7746          427         3969 
## 1.262109e-04 7.223141e-06 1.000519e-04 2.502290e-05 4.798441e-06 
##         3017         7362         2616         3755         4718 
## 8.141643e-06 2.937263e-04 3.870550e-04 2.185379e-04 1.652663e-04 
##         8312         3452         6027         3293         3639 
## 1.978830e-06 4.619895e-07 8.053598e-05 8.741212e-06 8.964161e-05 
##         5815         7079         2625         3341         1938 
## 1.090363e-04 2.430038e-04 2.392699e-04 4.101668e-05 2.031563e-04 
##         9416         2433         1432         8296          167 
## 2.803185e-05 1.070128e-07 1.342456e-04 4.958951e-05 7.390604e-05 
##         9527         5785         9962         5854          143 
## 1.420452e-04 2.144106e-04 7.038218e-05 1.354721e-05 9.590079e-06 
##         2754         4668         2752         6784         4555 
## 1.846342e-04 2.412610e-05 2.294842e-05 3.536930e-05 1.738845e-04 
##          611         5716         1086         8052         9675 
## 1.411085e-04 1.319363e-05 3.019050e-06 2.708270e-05 1.963906e-04 
##          950         2339          352         2155         5945 
## 1.822663e-04 4.127094e-05 2.246815e-04 1.629723e-04 3.676630e-04 
##         9245         2909         5238         7521         8596 
## 4.727403e-06 5.237360e-06 3.935907e-06 5.511398e-04 3.298085e-04 
##         4129         2669         5919         2016         8599 
## 6.217856e-04 7.876280e-08 5.955598e-04 4.940431e-04 3.136355e-04 
##         3309         1958         1438         2206         6462 
## 3.024101e-04 4.541326e-05 2.443922e-04 2.643423e-04 1.088674e-03 
##          623         6643         1673         5777         8908 
## 4.615419e-04 6.399823e-05 3.059625e-04 2.745617e-04 5.086798e-06 
##         7184         2943         6118         2104         2082 
## 5.734701e-05 7.767023e-06 2.220889e-08 8.139661e-06 1.138385e-03 
##         2663           67         1458         9256         5808 
## 1.165599e-04 2.931603e-04 3.736436e-05 3.329657e-05 6.757141e-05 
##         1017         6976         5582         1371         8657 
## 1.447443e-07 1.165852e-04 4.632938e-05 2.797982e-04 6.495034e-05 
##         2085         8652          438         5379         7528 
## 8.946517e-04 7.064871e-05 2.349733e-05 1.212481e-04 5.434612e-04 
##         1679         8994         2196         2956         3982 
## 1.702913e-04 6.305567e-05 3.080296e-05 1.454990e-06 2.117590e-05 
##         4827         9197         2918         4522           17 
## 6.193479e-04 1.001742e-04 3.015320e-05 1.558521e-04 3.963661e-06 
##         4012         4051         1395         1542         7802 
## 2.890951e-09 1.843274e-05 3.527435e-08 1.411167e-04 2.658088e-04 
##         7192         3690         7044         7072         4985 
## 8.628879e-05 1.852757e-05 3.437067e-05 5.095366e-06 5.316969e-06 
##         6191          816         6005          311         8448 
## 9.307151e-06 5.075070e-04 3.539672e-04 3.490805e-05 3.408619e-05 
##         7601         4753         1663         5955         7307 
## 2.599315e-04 4.968366e-04 1.391006e-05 5.455459e-04 1.279386e-04 
##         2575         5151         7969         4819         7942 
## 8.216107e-05 4.069231e-04 4.693095e-05 7.087845e-05 1.252751e-05 
##         1786         8423         5697         7027         3073 
## 2.502385e-04 2.271976e-04 7.389695e-09 3.678858e-06 1.642174e-04 
##         9669         1720         1210         4441         3060 
## 2.786900e-04 1.953113e-05 2.349170e-05 1.747267e-04 4.887434e-07 
##         2734         6687         5231         2311         7499 
## 1.620586e-04 1.759450e-05 1.863052e-04 5.443026e-05 1.989930e-04 
##          629         5658         3622         4591         3699 
## 1.186450e-04 8.396294e-05 5.687868e-06 4.854833e-04 4.758993e-07 
##          964         6177         8861          689         4206 
## 5.329532e-06 9.488676e-07 1.732112e-05 8.017653e-05 2.145956e-04 
##         5004         5906         7834         6096           51 
## 3.441471e-04 4.827557e-06 1.014191e-06 7.846492e-05 2.676817e-05 
##         5683         5307         6700         2061         1839 
## 5.177317e-04 5.801664e-05 8.594538e-05 1.289576e-04 9.795587e-05 
##         8960         5074         5482         6212         9973 
## 4.448973e-06 1.508021e-04 1.817199e-04 7.849781e-05 3.716663e-06 
##         2755         7108         8983         3097          605 
## 4.550992e-05 2.392758e-05 2.453253e-05 2.784608e-04 1.075565e-05 
##         1732         7466         3675         2725          401 
## 2.017926e-04 1.975614e-04 1.807753e-04 7.076516e-05 5.075159e-04 
##         5200         9727         6001           53         7696 
## 1.385559e-05 5.510083e-05 1.930908e-04 1.516550e-04 3.814640e-07 
##          349         6129         8113          891         9427 
## 3.486776e-04 9.173659e-05 4.538792e-04 3.712666e-04 4.654274e-04 
##         1611          562         8692         5552         8519 
## 9.284781e-07 9.513226e-04 1.123703e-03 5.603861e-05 2.114188e-04 
##         9812          823         8915         9784         4764 
## 1.000569e-04 9.335065e-06 5.669826e-04 4.117548e-05 7.213964e-05 
##          643         1722         7095         4748          222 
## 1.347883e-04 7.438860e-05 2.135612e-05 2.527267e-04 7.863640e-05 
##          799         1584         2362         6152         2499 
## 4.681494e-05 1.164615e-04 7.419167e-05 6.341285e-05 6.975473e-04 
##         6519         7404         4205         4867         7645 
## 2.471869e-06 9.743002e-05 2.638433e-06 1.053435e-04 7.253056e-05 
##         8212         5404          530          283         2483 
## 1.007736e-04 4.810314e-04 2.176272e-05 4.443582e-05 3.269832e-04 
##         7709         4882         7554         7268          174 
## 4.986060e-05 1.207989e-04 6.109331e-04 1.945231e-04 1.032198e-03 
##         4649          984         4822         6506         4182 
## 2.332367e-04 4.311808e-06 1.651128e-04 6.760018e-06 1.218883e-04 
##         8190         7127         3038         2017          811 
## 6.797784e-04 5.006582e-04 6.479817e-05 3.257364e-04 1.559408e-04 
##         3784         9042         2423         3194          220 
## 1.758163e-04 9.227585e-04 5.247151e-05 1.066418e-03 4.231420e-05 
##         6852         7435         5548         4204         5165 
## 4.782718e-06 4.381571e-04 2.708791e-04 8.138111e-06 5.470139e-05 
##         2790         2386         6721         7459          509 
## 1.402773e-04 2.158505e-05 1.479083e-04 7.089483e-05 2.213226e-05 
##          992         2922           77         7284         8004 
## 1.382632e-04 4.278378e-04 2.600049e-04 1.406976e-04 5.000944e-04 
##         8443         1776         2954         8580         2821 
## 2.468337e-04 3.812962e-05 7.186049e-05 9.680429e-06 1.979875e-04 
##         2144         8843         1230         4435         7628 
## 9.201423e-05 1.817277e-05 3.733206e-06 4.894596e-04 6.053926e-04 
##         7312         9632         7807          884         9583 
## 9.939060e-04 4.089347e-05 1.159004e-04 5.450583e-06 2.934794e-04 
##         5396         3633         7178         2175         9067 
## 1.238501e-04 1.217185e-06 3.832912e-05 1.284679e-04 2.051232e-05 
##         6579         8752         8751         2115         1727 
## 4.478023e-05 1.539206e-04 4.976364e-04 1.296332e-04 4.755511e-05 
##         7900         6814          468         1934         2198 
## 7.632336e-06 8.095564e-05 1.034240e-05 2.458891e-06 5.836943e-05 
##         6858         1764         4314          272           55 
## 9.847541e-06 2.690185e-04 2.003627e-06 1.297334e-06 9.547536e-05 
##         9350         8588         6595         3371         3211 
## 8.473270e-05 8.165777e-06 2.699856e-04 7.486497e-05 5.712617e-05 
##         8473         7444         4074         5348         3821 
## 6.067640e-04 1.017093e-03 4.597406e-04 8.111121e-06 8.388893e-05 
##         8566         1941         4611         7730         9048 
## 2.723872e-05 5.209283e-06 5.980738e-04 3.668562e-07 6.363219e-05 
##         3498         5645         1771         5113         7344 
## 2.305019e-04 5.724999e-04 1.571978e-05 2.769709e-05 1.346560e-03 
##         3656         3708         6503         9504         5232 
## 3.025165e-06 4.196525e-08 1.921434e-05 5.089158e-05 7.910409e-04 
##         6440         9094         8998         5631         6446 
## 2.222094e-04 5.568402e-06 6.414679e-05 4.756893e-07 2.504126e-05 
##         3439          699         6934         4348         5700 
## 2.326812e-06 7.393613e-05 4.782736e-05 4.187509e-05 1.287984e-04 
##         2394         3312         7166         1278         5530 
## 1.389274e-06 2.649730e-05 3.169334e-04 8.793411e-05 9.448315e-05 
##         8343         3046         2808         6332         4337 
## 2.954334e-07 2.897595e-04 1.219687e-04 1.881611e-04 1.922657e-05 
##         8717         7699         3175         2516         4437 
## 1.722908e-04 1.557304e-05 8.872515e-06 7.236596e-05 1.888682e-06 
##         2972         5639         8202         6017         8950 
## 1.235041e-04 6.206507e-04 2.214985e-04 8.665703e-05 5.453277e-05 
##         1452         1194         8606         6139         8182 
## 3.428589e-07 1.491699e-08 5.907494e-05 1.412548e-04 3.949259e-04 
##         5662         2165         4673         8791         2865 
## 2.868407e-04 2.492039e-04 5.614725e-05 7.033205e-04 1.094951e-04 
##         9095         5357         2854         2126         5764 
## 1.092114e-06 4.259449e-04 3.703037e-06 2.560702e-04 1.464983e-07 
##         5015         5365         7454         2418         8124 
## 5.056174e-06 2.867114e-04 1.153772e-04 1.984639e-04 5.209095e-04 
##         4214         5626         1615         2182         5708 
## 1.333605e-04 3.312262e-04 6.980723e-05 9.426831e-06 2.855451e-04 
##          871         2613         6116          261         1281 
## 2.160293e-05 6.760113e-04 2.609529e-04 1.924572e-04 9.777910e-06 
##         2822         5846         2360         1740         7798 
## 8.431105e-05 1.231421e-04 1.334256e-04 3.172025e-05 5.740208e-05 
##         5930         1955         7073         6380         6962 
## 2.089184e-06 3.638189e-06 6.298201e-05 6.500038e-06 2.293824e-05 
##         7944         8278         8345         8183         7363 
## 1.818942e-06 4.563380e-06 2.335251e-06 9.422861e-04 2.008903e-06 
##         7917         5810         7879          745         2914 
## 2.878423e-04 7.966876e-06 3.550578e-04 1.329540e-04 2.602070e-05 
##         7655         2021         5547         2319         6318 
## 3.562680e-04 2.770685e-05 5.682239e-05 6.841473e-05 8.442315e-05 
##         7703         4312         7822         3484         5466 
## 9.865922e-05 3.345900e-06 7.167292e-05 8.565359e-06 2.481835e-06 
##         4360         6289         8101         4624         9838 
## 2.636390e-04 1.165505e-04 1.304615e-04 6.029694e-05 5.102386e-05 
##         4600         1126         3247         4791         4698 
## 2.416956e-06 1.326629e-03 8.334049e-04 9.608398e-07 2.541166e-05 
##         5440         6019         9643          688          196 
## 5.777462e-06 6.396281e-04 6.446044e-06 1.630902e-04 1.406941e-03 
##          835           10         2222         8454         8033 
## 2.487704e-05 2.006650e-06 4.078681e-04 2.488747e-04 1.039660e-06 
##          129         2966          259         7356         6714 
## 6.242550e-04 9.225044e-05 1.859286e-03 1.066218e-03 5.102237e-04 
##         8856         3509         9677         8171         6153 
## 4.702798e-07 2.951370e-05 6.971584e-05 5.636898e-04 4.903250e-06 
##         2290         3347         9228         7341         4625 
## 3.870976e-04 5.105819e-04 1.614541e-04 1.528629e-04 1.674141e-04 
##         5760          765         4844         9169         7967 
## 4.822956e-05 8.241654e-06 3.080724e-04 1.685213e-04 4.698122e-05 
##         3802         2744         8790         4449         7471 
## 5.231642e-04 8.452337e-06 1.063112e-04 5.965699e-04 7.751205e-06 
##         4398         1028         7658         2108         7199 
## 1.754092e-05 1.442684e-04 3.478535e-08 7.624343e-04 5.242703e-04 
##         4535         3636         2662         8651         1831 
## 7.554584e-05 2.486982e-04 1.283058e-04 3.601443e-05 2.243987e-04 
##         1322          282         4912         9405         6014 
## 2.519243e-04 3.998436e-05 1.567635e-04 3.673233e-04 5.248442e-06 
##         6792         8299         9298         6200         6580 
## 3.659364e-04 1.815077e-05 5.674000e-05 1.537067e-04 2.006286e-04 
##         8681         5984         1900         9975         4465 
## 5.331610e-06 6.873292e-05 6.910462e-04 7.031719e-04 5.126389e-05 
##         4127         8822         9888         8509         7593 
## 1.965003e-04 6.783464e-04 1.506758e-04 1.791856e-05 1.699305e-04 
##         4831         8111         3419         4984         9289 
## 1.282543e-04 1.171441e-03 2.875664e-06 4.608770e-05 3.515208e-05 
##         4208         3043         7886          322         4796 
## 1.186171e-06 2.221900e-05 1.110901e-05 1.399213e-04 8.506079e-06 
##         5775         7419         1355         3672         2703 
## 2.185771e-04 2.406025e-04 3.127506e-05 2.503055e-05 6.432783e-06 
##         7352         1601         6848         8910         1189 
## 8.617767e-05 1.699430e-04 4.029479e-04 2.034950e-04 1.084760e-04 
##         1905         7697         4928         7842         6608 
## 2.682695e-07 1.750183e-04 9.337277e-06 4.364780e-07 3.221775e-05 
##         8187         3089          630         5887         9721 
## 2.972295e-05 7.029538e-05 5.936971e-05 9.410629e-06 1.925206e-04 
##         5037         2791         4675         4648         7174 
## 7.188670e-05 2.321512e-06 5.264992e-05 5.126552e-06 7.026943e-05 
##         8708         5358         5844         3388         9977 
## 1.645591e-04 2.665990e-04 7.245512e-04 3.000126e-04 3.862367e-05 
##         8949         2013         5115         9149          108 
## 1.125104e-04 2.041417e-04 2.197909e-06 6.929497e-04 2.856892e-05 
##         6084         3678         5061         4557          182 
## 3.500116e-07 4.681756e-04 2.040463e-04 1.905913e-04 1.007258e-03 
##         5894         9665         1176         1757         6505 
## 8.942918e-06 7.325222e-07 8.335190e-05 1.328030e-05 1.049502e-04 
##         1967         6481         9240         8530         2103 
## 6.022603e-05 6.132847e-04 6.370041e-05 1.402093e-04 4.573974e-05 
##          209         1036         7580         6888         3279 
## 1.603360e-04 1.260793e-05 3.117679e-04 1.131970e-04 3.273079e-05 
##         9440         6355         5008          589         4147 
## 4.493319e-06 2.979309e-04 4.125675e-05 1.762809e-04 5.996347e-04 
##         7991         3098         6789         4652         1627 
## 1.551841e-04 4.257132e-06 6.047336e-04 4.412538e-04 9.873387e-05 
##          294         6625         5020         8797         2917 
## 5.308685e-05 3.507472e-06 1.779629e-04 2.053442e-07 2.636949e-04 
##          146          954          508         5247         6066 
## 1.207800e-05 2.957279e-04 8.963978e-04 1.140449e-05 1.072859e-04 
##         8639         2383          439         7217         7398 
## 1.188080e-04 4.840721e-04 1.178482e-04 4.623371e-05 2.705156e-04 
##         9191         8559         9476         7866         2834 
## 3.377436e-04 1.349160e-05 1.769234e-05 2.621443e-05 9.043845e-06 
##         3993         9907         2275         5445         9876 
## 3.642637e-05 1.207994e-05 2.686342e-05 6.608354e-05 3.454882e-05 
##         2517          690          364         5638         5471 
## 2.149132e-05 7.985492e-06 2.620384e-05 1.517165e-05 3.272097e-04 
##         8242         3934         6339         9362         9924 
## 8.174705e-05 1.593374e-06 9.620233e-05 3.086962e-06 2.037918e-04 
##         2523         7161          659         5907          243 
## 1.085222e-04 7.969535e-05 5.058651e-05 1.873481e-04 9.701770e-04 
##          913         8382         6150         8282         4908 
## 2.286603e-04 2.097787e-04 2.428070e-07 5.660889e-05 1.359323e-08 
##         9960         4692         4929         1492         5723 
## 9.670023e-05 1.863819e-06 1.792448e-04 5.881082e-05 4.159081e-04 
##         3183         8128         2341         7291         9769 
## 8.976506e-05 3.749131e-04 3.389995e-04 2.316518e-04 9.234279e-05 
##         7198         4125         9868         5573         1830 
## 5.978689e-06 1.536184e-04 2.214326e-05 1.756453e-04 1.248398e-05 
##         4694          435         4561         6864         5568 
## 1.664691e-04 8.335816e-04 2.197727e-04 2.075175e-04 1.113643e-04 
##         1061         6981         1358         1286         2693 
## 2.466017e-04 4.627894e-08 6.801133e-05 5.568373e-05 1.906279e-04 
##         1276         4015         3204         9103         3583 
## 6.980005e-06 4.553034e-05 6.651455e-06 1.387883e-04 1.649083e-05 
##         5819         9125         3617         3138          773 
## 3.288600e-04 6.933414e-07 1.385943e-04 1.286517e-06 2.400354e-04 
##         7223          991         3478         5649         7505 
## 3.496878e-04 5.223709e-05 1.111087e-04 3.026810e-04 4.239211e-04 
##         1723         5305         1564         9927         5572 
## 1.471040e-05 1.337093e-04 1.783142e-04 7.088026e-05 2.747270e-04 
##         3749         3255         4890         6364         1648 
## 1.998080e-04 5.056074e-04 8.627866e-06 1.235306e-06 7.990304e-04 
##         8766         1511         3200         5577         8029 
## 4.588391e-04 1.737644e-04 6.148123e-06 1.887860e-05 1.586191e-04 
##         7712          440         8009         4001         7041 
## 9.343864e-05 1.009367e-04 4.718403e-05 1.009575e-04 2.114253e-05 
##         7618         7656         3697         5484         9745 
## 4.504589e-06 8.842432e-05 4.334421e-04 1.547063e-04 3.375731e-05 
##         1734         7624         1961         3004         6507 
## 3.470570e-04 2.663508e-05 2.906964e-04 6.048203e-05 9.690675e-04 
##         5375          800         8368          644         2348 
## 1.062047e-04 3.582289e-04 4.067337e-04 3.977985e-05 1.168129e-04 
##         9972         6861         4681         1863         2086 
## 3.594271e-06 3.092356e-04 8.840686e-05 6.626921e-05 3.697567e-06 
##         2505         7738         2073         2296           82 
## 2.449229e-07 5.554201e-05 1.138339e-03 8.874140e-05 1.742316e-05 
##         3608         5559         2919         8444         9367 
## 5.375292e-05 1.219319e-04 8.645310e-06 3.148679e-04 2.770896e-04 
##          656         9115         3783         4861         2657 
## 8.228352e-04 2.465847e-04 3.322696e-04 4.627450e-04 4.530000e-05 
##         6361         8174         9625         2650          938 
## 1.869788e-04 4.089914e-05 1.475134e-05 5.183008e-04 1.106578e-05 
##         6030         3822         4240         1634         1206 
## 1.101146e-04 1.491026e-04 6.916368e-04 9.467492e-06 9.508447e-05 
##         1952         6661         9777         3436         5543 
## 2.521510e-05 8.788049e-05 4.304056e-05 1.254201e-06 2.687334e-04 
##         4005         7727         6582         5373         1435 
## 3.146560e-04 9.545408e-07 8.742668e-05 2.755721e-06 4.092934e-04 
##          579         7292         8447         2228         9711 
## 1.518429e-05 3.312128e-05 8.846878e-05 8.533137e-05 6.096538e-05 
##         5595         3290         8421         2180         1866 
## 1.458185e-04 3.350686e-05 1.196995e-04 8.201059e-06 5.798968e-07 
##         3420         4596         9050         8895         4850 
## 1.927987e-08 4.933225e-05 3.921316e-04 1.328805e-04 6.083225e-04 
##         5667         6691         2797         3786          185 
## 2.616854e-04 1.924683e-04 2.046223e-06 6.246625e-05 3.101648e-04 
##         5966         5183         3680         2979         6547 
## 5.993105e-04 1.030176e-04 1.706026e-06 2.137673e-04 1.319766e-07 
##         8619         9392         7135         2282         8271 
## 4.529536e-05 1.844624e-04 4.971290e-04 7.266517e-04 2.108279e-05 
##         7109         7793         6941         1255         3858 
## 3.421859e-04 7.240056e-04 5.393214e-05 2.066923e-04 1.023620e-05 
##         6930         9952         8276         4099         4878 
## 1.657486e-05 9.946016e-05 1.709280e-05 2.987263e-05 5.413130e-06 
##         7602         6757         7210         6334         8548 
## 4.296406e-05 8.200957e-04 8.725316e-05 4.030960e-05 4.073884e-04 
##         6706         3430         7190         1843          825 
## 3.261532e-05 3.810008e-05 9.579082e-05 2.466892e-04 4.760327e-04 
##         2730         8602         8194         5959          249 
## 1.231636e-04 3.055338e-05 5.200841e-05 2.443226e-04 9.395869e-05 
##         6256         3700          990         7707         9249 
## 1.735423e-05 2.744815e-04 6.287188e-06 1.448643e-05 6.221742e-07 
##         8838         2527         6785         2189         8189 
## 6.807455e-05 7.647200e-04 9.647156e-04 1.439002e-04 1.070650e-06 
##         4321         1441         9984         4726         5481 
## 6.104949e-04 2.635226e-07 3.283614e-05 6.399604e-06 9.991515e-05 
##         3024         1254         9284         7253         6772 
## 9.418491e-05 3.964995e-04 4.566011e-05 3.909794e-05 3.741162e-05 
##         3602         9005         1437         8160         7963 
## 9.831637e-04 1.195539e-04 5.017659e-04 2.083198e-07 6.040150e-05 
##          877         1706         2907         6975         3318 
## 1.076086e-05 2.563983e-04 2.593871e-04 7.516143e-05 1.300742e-04 
##         5064         5319         6777          692         5256 
## 1.513375e-04 2.337014e-04 3.584372e-04 3.554223e-05 1.652240e-04 
##         2074           42         9798         3092         1719 
## 3.471616e-04 5.163660e-04 3.274991e-05 1.769613e-05 4.531016e-06 
##         3376         1299         5372         9576         3887 
## 4.156330e-05 1.540025e-05 1.839420e-05 6.642944e-04 8.361691e-05 
##         5624         5888         8034          543         6249 
## 2.385784e-05 5.350996e-04 3.807845e-06 2.949998e-04 4.443153e-04 
##         3470         5218         7071         2824         3660 
## 1.305423e-04 2.415704e-04 4.641186e-05 5.226043e-05 2.558470e-04 
##         1311         7328         4293         2092         8541 
## 1.087419e-04 1.193883e-04 8.430094e-05 4.217702e-05 5.237717e-05 
##         3992         9694         9047         1856         3134 
## 2.124532e-04 3.920072e-07 1.788680e-04 9.869630e-06 3.351301e-05 
##         8170         8219         4088         3640         5091 
## 2.124934e-04 1.710621e-09 1.879513e-05 5.857825e-06 1.273063e-04 
##         7786         8659         6859         8970         5121 
## 4.422118e-05 4.810045e-06 9.582807e-05 2.238738e-04 1.323734e-03 
##         4761         9437         4663         6724         9099 
## 1.740081e-04 7.306739e-05 8.624984e-06 5.052965e-04 5.944091e-04 
##         1195         5607          260         7313         1038 
## 5.538457e-04 7.718749e-04 2.430200e-04 4.323037e-04 2.696597e-04 
##         3728         6026         4067          528         2429 
## 6.439334e-05 3.223358e-05 5.953589e-06 7.364584e-05 1.114994e-04 
##         3389         1630         1759          136         1095 
## 2.582466e-04 8.356696e-06 1.009361e-04 4.199656e-05 1.591094e-04 
##         5045         4894          463         7062         6788 
## 6.246483e-05 1.152864e-04 6.460174e-04 1.768256e-05 2.058601e-04 
##         6811          356         1974         9906         9229 
## 6.756998e-04 9.379027e-05 4.399781e-04 2.709090e-04 1.943748e-05 
##         1137         8520         2618         9948         8795 
## 7.367367e-06 6.988379e-05 2.135921e-04 2.221615e-05 1.949807e-08 
##         3259         4732         9463         4197         8501 
## 1.498037e-04 1.613418e-07 3.310312e-06 2.034372e-07 8.129800e-05 
##          609         1559         2508         9585         7076 
## 2.270253e-05 1.630452e-05 3.760176e-07 1.844214e-06 2.583480e-05 
##         7442         2852         4629         6110         9471 
## 1.070120e-04 1.503689e-04 6.713363e-04 1.690426e-06 2.320887e-05 
##         9459          721         4020         2015         7279 
## 9.945713e-06 1.944976e-05 2.568504e-06 8.734351e-06 1.280137e-05 
##         4818         7555         7682         2552         1789 
## 2.090781e-08 5.198993e-04 7.420135e-05 1.204585e-04 5.366277e-05 
##         1213         3327         8287         3349         3721 
## 2.968928e-04 3.391287e-07 6.908351e-04 3.275988e-05 2.045621e-04 
##         7823         4381         5833         1636         1725 
## 5.903020e-05 8.155016e-05 9.972807e-06 5.406289e-05 1.358754e-04 
##         3233         2692          165         7852          142 
## 3.207754e-04 2.652017e-06 7.334193e-06 2.454086e-04 5.194176e-04 
##         5498         9878         1235         6290         5832 
## 7.336277e-05 1.067573e-04 5.079621e-05 9.495923e-04 2.096474e-05 
##         8007         4906         8661         2746         8969 
## 3.583164e-04 1.041549e-05 1.729564e-04 2.565594e-05 4.192615e-05 
##         1935         7541         6121         3634         6692 
## 5.077733e-05 1.276569e-04 1.351657e-05 1.485971e-07 8.164099e-06 
##          612         7550         2270         2245         9885 
## 8.267403e-05 2.325617e-04 1.159500e-04 1.047402e-07 1.391482e-05 
##         5124         7008          505         8018         3849 
## 9.389302e-08 2.408135e-05 1.783236e-05 1.045834e-06 5.572392e-05 
##         7534         6331         4318         3429         6534 
## 1.664114e-04 2.445754e-04 1.059267e-08 5.163489e-06 5.397331e-05 
##         6663         2726         7151         8466         7167 
## 9.156290e-06 2.236397e-04 1.081924e-03 3.314052e-05 7.015145e-05 
##         5812         1480         3314         7485         9318 
## 3.542041e-04 1.354616e-05 2.455350e-04 1.681856e-05 3.204597e-06 
##         1405         4389         5882         1382         7165 
## 1.857286e-04 5.134870e-04 8.506616e-06 5.927483e-06 1.339388e-04 
##         4471         5711         8521         1140         9346 
## 5.166513e-04 1.165362e-05 3.183023e-04 7.870731e-05 5.932863e-05 
##         6032         6851         2606         8464         7978 
## 6.487661e-05 3.147549e-04 1.531088e-04 1.210107e-07 5.078092e-05 
##         8036         8217         8739         9584         1922 
## 8.867181e-06 7.436033e-05 1.804072e-06 5.143021e-06 6.300613e-05 
##         5589         8035         4255         4676         8671 
## 3.197762e-04 2.982298e-04 3.179782e-04 1.936406e-04 5.174010e-05 
##         9399         4765         4200         6926         1695 
## 4.222887e-05 3.242273e-04 1.062098e-04 1.743140e-04 1.071811e-03 
##         9993         2118         7888         8979         4771 
## 1.132273e-04 5.150487e-07 4.107891e-04 3.649119e-05 2.287325e-04 
##          604         9690         7989         4396         6832 
## 1.501707e-07 1.628182e-08 7.551429e-05 1.155611e-04 2.347308e-06 
##         1370         8061         1457         2817         4101 
## 1.010711e-06 1.399003e-04 4.558501e-05 2.089515e-04 1.750570e-06 
##         1785         5500         7085         2452         8733 
## 5.209601e-06 1.834198e-04 3.011350e-04 1.423173e-04 1.200250e-05 
##         8611         6182         5429         5149         8407 
## 2.456110e-05 3.027128e-04 8.380999e-05 2.098395e-04 3.903740e-05 
##         4781         3702         7475         6815         9353 
## 4.382725e-05 1.596852e-04 7.610508e-09 1.259351e-04 3.352435e-04 
##         9765         9859         1193         8338         3105 
## 3.343486e-08 3.474059e-04 1.971243e-04 9.016956e-05 1.235189e-04 
##         9237         7118         7718         8987         5921 
## 1.140491e-04 6.712525e-04 1.664962e-04 3.933069e-05 7.543047e-06 
##         6653         9272         6525         7988         3590 
## 9.416635e-05 7.120234e-05 8.189277e-05 7.937357e-06 1.028852e-04 
##          396         7548         2145         7243         2836 
## 3.281037e-04 8.414241e-05 2.481813e-04 7.364006e-04 3.872755e-04 
##         5564          101         9363         6111         9738 
## 1.914224e-04 7.701126e-05 9.136887e-06 1.652278e-04 1.177110e-04 
##         2843         1825         6470         9901         9184 
## 1.132622e-04 9.629914e-05 4.449176e-05 5.043192e-06 3.480612e-04 
##         9084         7585         1567         5444         7212 
## 2.803684e-05 1.895114e-04 2.945695e-04 2.044677e-04 2.051363e-05 
##         3329         5018         9620         7327         1554 
## 1.174787e-04 3.543060e-05 2.477627e-05 5.349074e-04 9.540982e-05 
##         7838          478         1746          270         8401 
## 1.237220e-04 3.127196e-04 3.820919e-05 8.724201e-06 5.015187e-04 
##         1701         7804          854         2354         4619 
## 9.959369e-05 3.221412e-06 5.371550e-07 1.686164e-06 6.854525e-05 
##         7598         3415         5497          138         5181 
## 2.507536e-04 1.243518e-06 2.609873e-05 6.457150e-05 1.313606e-04 
##         7715         9488         5353         9426          490 
## 1.878299e-04 9.884042e-05 2.257697e-04 2.057790e-04 2.244906e-05 
##         7557         9530         8727         8131         1842 
## 1.626689e-05 1.528218e-04 1.909377e-05 3.689173e-05 1.827910e-04 
##         4025         4627         5160         7673         4572 
## 3.106568e-09 5.365636e-05 3.569243e-07 3.545378e-06 1.153299e-05 
##          988         7547         9053         5243         3126 
## 7.824837e-06 1.112914e-04 1.035800e-04 6.090049e-05 1.261952e-04 
##         1829         8592         7684         2146         1184 
## 1.646533e-04 1.423347e-04 3.925281e-05 4.407850e-05 3.274072e-06 
##         6617         2283         3020         9804         3546 
## 5.087882e-06 8.041046e-06 8.837349e-05 7.359380e-05 6.813724e-06 
##         8424         2324         8542         2044         6932 
## 6.157874e-08 7.469923e-05 3.839653e-05 3.076402e-05 6.721057e-05 
##         2561         8981         4124         3353         5546 
## 2.374387e-05 1.821412e-06 3.702171e-09 4.674202e-05 4.862870e-05 
##         1060         1610          346         1319          387 
## 2.093025e-04 4.950280e-05 8.354860e-04 1.496376e-05 5.552353e-05 
##         3991         7185          307         1035         1108 
## 2.631283e-04 3.906200e-06 5.586774e-04 2.485118e-04 1.498928e-04 
##         1467         3189         9366         2186         6909 
## 4.250557e-04 4.773859e-04 4.515956e-04 1.119961e-04 1.940591e-06 
##         4973         8095         4734         9552         1713 
## 5.284809e-05 1.261905e-05 6.273294e-05 4.055389e-07 1.991992e-05 
##         2637         4195         4496         4422         4267 
## 1.896820e-04 1.520204e-04 2.986244e-07 3.678885e-04 1.216416e-04 
##         9508         6371         7252         1418         8053 
## 3.660679e-07 6.136706e-05 4.311035e-05 8.424487e-08 4.539343e-04 
##         5314         7559         8988         7030         1388 
## 9.441500e-04 3.715067e-04 8.354802e-04 2.191984e-05 1.296025e-05 
##         8916         5592         9509         9929         5384 
## 1.036756e-05 7.268304e-05 1.958569e-04 2.016701e-05 2.662593e-04 
##         4799         5612         3129         2416         6781 
## 1.937538e-04 3.603093e-04 2.351637e-05 1.150095e-04 2.148024e-04 
##         5929           66         5156         3307         4432 
## 1.322945e-06 8.263874e-05 1.734282e-05 5.377366e-05 1.362522e-04 
##         4409         1680         6392         8192         7154 
## 3.043097e-04 3.977116e-05 4.100702e-04 2.755095e-07 5.568253e-09 
##         6384         6862         9479         6573         6854 
## 3.312652e-06 7.416937e-05 5.426741e-05 4.533558e-04 2.983230e-04 
##         5745         8595          968          420           28 
## 1.007499e-05 9.501850e-08 1.002086e-04 1.513249e-04 3.599340e-06 
##         5302         8344         5734         3800         2487 
## 1.962874e-04 1.024417e-04 1.271680e-03 5.948251e-05 2.351654e-05 
##         5877         3116         6770         8013         2952 
## 5.583337e-06 9.449709e-05 3.645669e-05 6.914566e-04 4.139055e-04 
##         4954         3837         5161         2019         5749 
## 1.679473e-04 2.313777e-04 3.235403e-05 8.928286e-05 6.269679e-05 
##         6421         2796         2690         5272         3919 
## 1.014377e-04 1.682423e-04 3.903724e-04 1.039342e-04 9.237667e-05 
##         8557         3549         3497         3774         9964 
## 1.828480e-04 3.445136e-06 3.873052e-04 3.208095e-04 2.512955e-05 
##         6382          804         9679         6068         6646 
## 1.621391e-05 9.424463e-04 1.472923e-04 4.829811e-04 1.063510e-04 
##         8626         2489          867         4292         1852 
## 5.852103e-04 6.505255e-04 1.795739e-07 2.514558e-06 1.287994e-05 
##         7147         6122         6035         5336         3915 
## 2.843916e-04 4.335847e-06 2.427645e-04 6.237649e-05 6.726618e-05 
##         4690         4751          510         7050         5623 
## 7.282500e-07 3.054908e-05 8.963444e-04 9.959571e-06 2.801151e-06 
##         4176         2891         1577         3947         7099 
## 5.556585e-04 8.560495e-06 3.304830e-05 3.480490e-04 1.382600e-06 
##         5768         8513         4583         5504         9235 
## 1.542693e-05 1.065978e-06 1.647670e-05 1.356289e-05 6.754875e-05 
##         7763         2781          727         5506         9477 
## 5.426704e-06 1.247963e-04 1.415803e-04 2.488427e-05 2.914619e-04 
##         2587         7175         2837         9188         4492 
## 9.412029e-05 5.911616e-05 3.162870e-04 5.689285e-05 9.373916e-04 
##         6319          285          591         9890         3930 
## 4.320758e-05 8.576502e-05 1.387552e-05 2.452198e-06 4.208402e-05 
##         2848         5126         6685         3844          994 
## 1.749756e-05 9.226734e-04 1.268086e-04 3.585763e-04 8.232545e-05 
##         8297         7270         6303         4096         1269 
## 2.970168e-06 1.469267e-04 5.385808e-05 1.110783e-05 2.206729e-04 
##         3157         1586         3168         4717           39 
## 4.995040e-05 1.990729e-04 1.387902e-04 4.957284e-04 4.188195e-05 
##         1030         4996         6287         3954         3902 
## 3.215865e-05 4.063094e-05 4.752442e-04 9.019547e-04 2.384354e-05 
##         8956         3242          122         4495         3039 
## 1.089293e-05 1.968175e-05 1.864642e-04 4.954136e-05 8.141284e-07 
##         9040         3920         8410         3790         8240 
## 1.129445e-03 1.964868e-06 1.766445e-04 1.417375e-04 7.214657e-05 
##         2059         3897         1348         4543         9513 
## 1.147821e-06 9.092656e-06 3.507182e-04 2.218944e-04 1.851166e-08 
##         8888         2012         5570         1714         5476 
## 1.824534e-04 1.131055e-07 7.330660e-05 6.004061e-05 2.604815e-05 
##         2135         6554         8458         2802         9724 
## 4.497577e-05 3.733498e-05 8.253790e-05 3.098802e-05 5.590168e-04 
##         1170         6143         5816         2960         7851 
## 2.357328e-06 2.493648e-04 4.080828e-05 1.826562e-04 3.505741e-05 
##         1443         9342         2141         2087          665 
## 1.067281e-04 7.824433e-06 2.259203e-05 1.984257e-05 1.983949e-05 
##         9407         7441         1002         6678         8317 
## 1.395108e-04 4.646657e-04 3.430447e-05 5.292093e-05 2.685712e-05 
##         3230          607         9180         7415         9492 
## 6.396608e-04 5.347168e-05 1.042746e-05 2.841693e-05 1.359049e-04 
##         6090         1858         9326         4909          873 
## 4.184532e-06 1.565695e-05 4.480597e-04 1.645053e-04 5.734021e-04 
##         2355         7372         2597         7263         5918 
## 1.198752e-04 9.141684e-05 6.409784e-05 1.708688e-06 2.044525e-05 
##         3414         1865         5102         8142         8266 
## 1.118071e-04 4.884261e-04 1.253987e-04 3.746047e-05 4.466454e-05 
##         6346         3409         5182         3722         9676 
## 4.745991e-04 1.953506e-04 1.610758e-04 1.124694e-04 1.941339e-04 
##          418         9847         7189         5318         8285 
## 1.575669e-04 3.374839e-04 9.096292e-05 8.756153e-05 2.425950e-05 
##         5904         4433         4821         1912         4068 
## 1.008321e-04 3.791203e-06 1.918512e-04 4.075961e-06 1.048889e-04 
##         5431          864         3220         5780         3827 
## 1.698084e-04 1.128931e-04 6.027352e-05 3.081628e-04 2.853014e-04 
##         1791         1809         8360         3989         1902 
## 2.402051e-04 1.832036e-04 1.035354e-04 1.593558e-05 1.842474e-05 
##         2307         1208         7438         3264         4159 
## 1.905192e-04 9.722531e-06 8.396658e-04 7.058630e-10 1.405914e-07 
##         4688           38          945         3009         7956 
## 3.344973e-04 5.381768e-06 5.314525e-05 4.404144e-04 1.954496e-05 
##         1121          476         5632         5883         7457 
## 1.281093e-03 5.956071e-05 3.856072e-05 1.551858e-04 1.703179e-05 
##         3776         6807         5207         1444         7260 
## 6.339919e-08 5.399576e-05 4.029769e-09 1.469253e-04 1.239490e-07 
##         2176         2278         8705         9514         5119 
## 9.010072e-06 1.883534e-04 1.214648e-05 5.182216e-07 3.953509e-04 
##         2088         2721         9807          111          555 
## 1.224944e-06 2.089778e-05 2.822180e-05 3.732127e-05 1.894426e-04 
##         5793         5505          627         3044         4112 
## 1.164687e-04 1.193521e-04 7.155722e-06 2.388579e-04 8.556651e-06 
##         9385         9611         2071         5313         1131 
## 6.851388e-05 9.302573e-05 1.102262e-05 4.159450e-04 2.520169e-04 
##         1163         5900         4185         8648         1860 
## 3.121575e-05 4.625283e-05 1.758700e-04 2.229379e-05 5.363603e-07 
##          135         4570         9598         1497         8041 
## 7.382539e-04 3.576280e-05 1.590833e-03 4.580890e-04 1.100032e-03 
##         7752         2297         9844         3505         6016 
## 1.857620e-05 1.002107e-06 3.303087e-06 6.599683e-06 9.857368e-05 
##         7617         4848         2950         7287         9082 
## 7.076924e-05 3.007929e-05 3.398079e-04 1.402660e-04 8.257286e-05 
##         3514          177         8827          559         1862 
## 6.178652e-05 4.375898e-04 4.509021e-04 3.116902e-06 1.043734e-04 
##         5979         1509          679         7713          155 
## 4.725964e-04 1.166936e-04 4.404526e-04 2.558426e-05 1.418074e-04 
##         7463         6321         1147         9226         4972 
## 1.298015e-04 5.412587e-04 6.234960e-05 1.393013e-04 8.373981e-06 
##         2511         1331         8483         6637         1795 
## 1.820175e-04 1.929215e-04 4.791318e-05 1.171467e-03 6.136323e-05 
##         8180         2132         8571         2977         7906 
## 1.713338e-05 1.652806e-05 5.594072e-05 1.860260e-06 6.993493e-05 
##         1219         5925         1078         8108         2623 
## 7.616002e-07 3.492933e-05 2.682863e-08 2.459300e-04 2.432730e-04 
##         3637         5579          961         3243         5909 
## 1.507491e-04 2.803547e-06 1.010532e-05 8.504632e-06 2.893822e-04 
##         3001          985         4658         4552          666 
## 8.557510e-05 9.027836e-05 1.851639e-05 1.355730e-05 8.292668e-05 
##         6626         3685         6008         8603         2615 
## 4.465244e-05 3.785691e-05 2.046702e-07 3.429699e-04 1.385399e-04 
##         8818         4502         7124         4320         8417 
## 2.828513e-05 1.049138e-05 5.252454e-05 1.009160e-05 1.677029e-06 
##         9280         5537         4227         5866         7539 
## 3.332439e-05 1.864514e-05 1.740318e-06 2.994056e-04 1.216169e-04 
##         1770         9371         6454         1284         1781 
## 1.104059e-06 1.642825e-04 1.235613e-04 1.427224e-05 5.320096e-05 
##         7726         9231         4275         9195           33 
## 1.263692e-04 3.716871e-05 5.778946e-05 1.076262e-05 1.990362e-05 
##         2803         7322         4714         5212         2410 
## 1.059724e-04 9.278455e-05 5.963797e-06 2.592042e-04 6.058500e-05 
##         9728         3019         2849         8911         9862 
## 8.084696e-06 8.863452e-05 2.657749e-04 1.960361e-04 4.647119e-06 
##         2415         2070         7529         4339         1565 
## 1.340755e-04 8.818763e-04 6.944425e-05 1.270284e-04 3.874302e-06 
##         6395         4823         3893         2060         4158 
## 2.244355e-06 3.524321e-04 4.146088e-05 1.645963e-04 6.479512e-05 
##         3792         9483         5308         5163         5253 
## 7.493119e-05 9.682095e-05 1.131804e-04 1.574406e-05 2.603053e-05 
##          744          836         1717         8609         9365 
## 1.253346e-05 2.479023e-04 4.859013e-05 8.351160e-04 1.843144e-04 
##         3940         2605         6593         4847         3232 
## 5.076830e-06 4.145139e-06 7.578159e-06 1.810851e-04 5.372291e-05 
##         7571          704         7610         8944         6642 
## 4.660484e-06 4.415918e-04 9.330261e-05 7.497563e-05 8.742389e-06 
##         4881         3124         2201          516         9230 
## 1.855200e-04 2.632325e-04 6.474208e-05 4.887938e-04 2.288934e-06 
##           56          547         7525         4141         9331 
## 8.820702e-06 1.153048e-04 2.054831e-04 3.649951e-06 2.113282e-05 
##         4686          956          421         7376         1596 
## 9.694171e-05 1.341397e-04 3.682401e-04 5.284355e-04 1.373009e-04 
##         3861         4254           92         4330         7815 
## 2.154405e-05 4.052602e-04 4.882604e-09 6.127180e-04 7.056772e-05 
##         9253         5194         2512         9275          345 
## 1.467286e-04 5.890547e-04 7.765497e-04 1.454831e-06 2.175476e-06 
##         8140         5927         4488         4744         7863 
## 6.252717e-05 1.529495e-03 5.661710e-06 1.605468e-05 1.557927e-04 
##         3662         9097         6475         5278           74 
## 7.106525e-04 8.508975e-06 9.135030e-06 1.467566e-04 7.511366e-06 
##         3713           43         6134         2709         2995 
## 7.172527e-05 4.669739e-06 6.873135e-05 1.246555e-04 8.588133e-05 
##         8225         5288          935         1247         2142 
## 3.007136e-08 1.268757e-07 6.223030e-06 1.629039e-05 1.220317e-04 
##         2425         2701         2325         8573         9013 
## 1.075629e-05 2.256727e-05 1.019888e-04 1.068449e-04 1.104231e-04 
##         8495         7997         9595         9057          417 
## 1.340999e-04 9.985752e-06 2.930848e-04 1.219597e-06 5.308760e-05 
##         5022         4964         4994         8478          123 
## 5.253233e-04 2.133729e-05 1.680368e-05 6.266235e-05 5.805965e-05 
##         2486          621         2158         7737         7298 
## 6.540345e-06 7.084338e-04 2.084607e-04 8.228402e-07 9.098495e-07 
##         6342           20         7137         6144          568 
## 2.342634e-04 2.088393e-04 7.243803e-05 2.456327e-05 7.926183e-04 
##         6270         4513         5686          982         8438 
## 1.511305e-04 5.402773e-05 4.728927e-05 4.902516e-05 1.062660e-04 
##         3998         7892         9980         7119         4594 
## 4.495215e-04 3.220164e-04 1.352139e-03 5.381102e-04 2.587208e-04 
##         4309         1042          452         3946         6381 
## 1.242206e-06 9.495993e-05 2.880494e-06 1.096053e-04 4.404364e-06 
##         2567         6387         1939         4126         7795 
## 9.476239e-05 4.231144e-06 5.565483e-04 1.100881e-04 1.143487e-04 
##         6242         7918         1067         9879         2659 
## 9.318841e-04 4.285594e-05 1.729771e-04 3.703525e-04 1.118295e-04 
##         3679         8426         7904         9077         1940 
## 2.452308e-05 8.320045e-06 4.493476e-05 6.840352e-05 7.021568e-05 
##         9161         1519          264         3361         6766 
## 3.866247e-04 1.487431e-04 1.645083e-04 3.574779e-07 8.333554e-04 
##         3552         8167         6624         8099         5268 
## 3.839608e-05 4.348862e-05 4.299466e-05 3.946106e-05 1.278014e-05 
##         9761         2223         9930         5362         2298 
## 1.947128e-04 4.040290e-07 1.629947e-06 1.602598e-04 2.320109e-04 
##         9641         3433         6307         9531         7007 
## 1.998511e-04 1.545080e-06 5.658895e-04 2.414451e-05 5.210002e-05 
##         7755         8517         9674         9763         9691 
## 1.491157e-06 3.387513e-04 4.450761e-07 5.848743e-05 6.834015e-07 
##         2859         3562          546         7319         5599 
## 2.503341e-04 8.317776e-06 2.247084e-04 1.642443e-05 7.368142e-06 
##         5994         9650         9484         9006         5583 
## 9.595546e-06 1.535097e-04 4.098990e-04 1.537707e-04 7.198085e-04 
##         5931         7340         7972         3080          302 
## 4.597173e-04 1.167595e-04 4.216894e-05 1.473966e-05 4.448939e-05 
##         7742         5333         4411         8597         6173 
## 2.635544e-04 3.010162e-06 8.085440e-04 5.837531e-07 7.238360e-06 
##         7035         5514         1314         5823         1675 
## 5.732904e-05 1.455149e-05 3.693056e-07 2.111173e-05 2.392460e-05 
##         2293         1234         8750         4641         1292 
## 1.245910e-03 2.045664e-04 7.224351e-04 7.635387e-06 2.470610e-04 
##         9085          125         9580         2806         6057 
## 7.486174e-09 3.203165e-06 1.486094e-05 8.257381e-05 7.970345e-06 
##         3270         5062         7274          409          250 
## 2.474121e-10 5.355992e-05 1.721312e-05 7.052659e-04 9.559723e-07 
##         3698          989         2609         4626         1070 
## 1.137989e-04 4.668938e-06 4.262734e-05 3.578493e-05 2.814562e-05 
##         1582          941         3339         9098         7720 
## 4.343442e-04 1.591653e-05 2.120584e-06 4.906063e-05 9.952803e-05 
##         9422         5066         8233          636         8484 
## 1.029355e-04 2.563518e-05 8.579758e-05 2.101736e-04 2.489134e-04 
##         7310         4612         4750         9587         3537 
## 8.698713e-05 2.045442e-05 2.451716e-04 9.763050e-05 1.537870e-05 
##         5330         7935         8710         4816         4372 
## 3.903940e-04 5.463940e-04 5.076097e-04 5.109419e-04 5.735775e-04 
##         5588         6631         9953         5985         8333 
## 2.479157e-05 8.463565e-05 4.440027e-06 7.428134e-05 2.304564e-04 
##         2905         5643         6069          782         7615 
## 4.639953e-05 2.677327e-05 3.220272e-04 4.358252e-05 1.111638e-04 
##         6800         1125         6849         1827         5992 
## 3.584770e-04 1.164319e-06 2.016671e-04 1.179538e-12 4.200445e-04 
##         7349         9489         4952         1058         3601 
## 8.508068e-05 5.170988e-05 1.433716e-05 6.580913e-05 1.993369e-04 
##         3710         6194         1604         5351         5009 
## 6.804476e-05 2.030927e-04 1.489093e-04 3.253595e-08 1.448874e-04 
##         7220         2041         3984         2862         4921 
## 5.809751e-05 7.431535e-06 1.351312e-06 1.194041e-05 1.518356e-05 
##         2780         4986          424          159         9344 
## 1.710642e-04 3.708615e-04 4.828867e-04 3.278921e-04 3.752829e-05 
##         9225          574         4217         5134         1600 
## 1.432526e-04 4.724374e-05 1.325790e-05 4.862275e-05 4.500705e-05 
##         1493         4280         9281         5680         4340 
## 2.695527e-04 3.522256e-04 2.814917e-05 2.993413e-04 8.481774e-05 
##         1815          695          946         4425         6773 
## 1.402661e-05 1.082598e-04 2.358198e-05 1.027689e-04 3.343075e-04 
##         9899         1993          459         7484         9909 
## 2.419661e-04 4.442783e-05 1.618811e-07 5.839624e-05 1.039352e-06 
##         8945         2171         9923         5492         9623 
## 3.138093e-04 2.897782e-05 7.829758e-05 6.831114e-05 8.895644e-05 
##         8200         5597         4931         9388         7026 
## 5.260798e-04 2.170679e-04 1.788376e-04 7.178136e-05 3.152219e-04 
##         8298         5880         7267         8422         6044 
## 6.000215e-04 9.717325e-05 2.637009e-04 4.999703e-05 4.878751e-07 
##         3087         8273         5223         1971         7603 
## 2.066509e-04 7.217793e-04 7.868996e-04 4.467801e-06 1.657526e-04 
##           12         5123         8537         3603         6300 
## 6.364457e-08 4.899189e-05 2.662753e-04 1.802703e-06 2.360132e-05 
##         1100         8579         3282         6715         6532 
## 3.561865e-04 3.834450e-05 1.994485e-05 2.489115e-06 1.284125e-04 
##         8538         1581         7949         4446         1079 
## 9.771189e-04 5.239098e-05 8.620097e-05 2.079304e-04 7.805781e-05 
##         8211         7675         2920         1743         5778 
## 1.770598e-05 1.339161e-04 5.961810e-06 4.279664e-07 9.802510e-04 
##         1512         3112         7296         9465         2515 
## 9.508998e-07 5.042146e-05 6.388071e-05 1.414848e-06 1.953412e-05 
##         6509          791         4385         6401         9629 
## 5.847024e-04 2.067479e-04 1.100846e-05 8.071572e-05 7.143066e-06 
##         2789         7790         5084         3021         5703 
## 6.223539e-05 2.114075e-04 9.318179e-05 7.523140e-05 1.036750e-04 
##         5590         1687         9038         2596         6657 
## 6.679233e-04 6.051267e-05 3.320158e-04 1.643464e-05 1.397787e-05 
##         7890         3299         3766         7094         1231 
## 1.427330e-04 3.024944e-07 1.692484e-06 7.008971e-04 9.446012e-06 
##         9542         6585         9257         4224         1280 
## 5.577863e-05 2.910049e-04 1.035097e-04 1.264405e-04 3.029206e-04 
##         1275         2745         1929         7753            2 
## 4.385574e-04 5.917561e-04 1.457797e-04 2.063869e-05 3.315563e-04 
##          383         8867         9474         2696         3908 
## 1.474936e-05 8.365331e-04 1.723632e-04 2.495374e-04 2.088827e-04 
##         6552         8353         3681         4970         3238 
## 1.438119e-06 5.009618e-04 4.486100e-04 4.313640e-04 7.370590e-04 
##         1130           29         1558         8534         9891 
## 2.426210e-08 8.519559e-05 3.255524e-05 1.555579e-06 1.572755e-05 
##         2099          590         4434         5136         7563 
## 2.844314e-04 3.031131e-04 3.433553e-04 9.563911e-05 1.169884e-05 
##         7916         9503         6540         3468          738 
## 7.744446e-04 3.584583e-05 2.247155e-05 2.426198e-05 1.413465e-04 
##         4990         1271          820         4955         3872 
## 1.804764e-05 8.666445e-05 1.668510e-07 2.803012e-04 7.560825e-05 
##         7569         1718         5449         4693         7690 
## 1.309887e-05 2.174247e-04 4.386166e-05 6.941276e-04 3.570873e-04 
##         9433          978          807         7329         8939 
## 5.070738e-05 4.751009e-04 9.105779e-05 5.727587e-05 6.139259e-05 
##         2506         7641         2732         5229         4866 
## 9.036092e-05 2.404068e-04 2.873635e-05 3.493322e-05 3.337507e-04 
##         3154          128         6676         1129         4631 
## 6.066603e-06 2.723262e-04 5.419768e-05 6.433987e-07 1.061054e-04 
##         9533         3068         3303          199         9142 
## 4.485074e-05 5.792355e-04 2.131255e-04 5.028091e-04 1.648652e-05 
##         9411         8289         3463         3355         1426 
## 2.227596e-04 3.923125e-04 2.475058e-05 2.018236e-06 6.201981e-04 
##         2020         8125         8823          483         3337 
## 1.487243e-04 1.459494e-03 7.070223e-05 5.140317e-04 3.326776e-06 
##          150          895         8153         3053         3795 
## 1.740384e-06 5.925988e-05 3.759869e-05 4.001427e-04 2.312613e-05 
##          470         5346         8254         7492         7600 
## 1.231730e-04 1.343004e-04 2.502139e-04 1.099995e-04 1.648255e-04 
##          366         2023         8412         1637         4607 
## 1.132293e-04 1.196841e-05 5.590162e-05 5.638035e-07 4.121872e-05 
##          445         6302         5762         5969         7787 
## 7.891120e-05 1.280749e-04 3.072415e-04 1.201090e-04 5.792353e-05 
##         4782         9818         5881          920         8621 
## 2.154224e-04 8.503898e-06 1.792796e-05 1.322754e-04 2.791230e-05 
##         6504         5221         7609         1522         9423 
## 1.675422e-03 1.500237e-05 3.855609e-04 5.035378e-05 2.791214e-04 
##         1954         4041         6412         1510         4696 
## 3.208786e-04 3.035646e-05 6.118481e-07 5.994906e-04 1.585900e-04 
##         3870         7014         8404         9525         2136 
## 7.962107e-06 6.714570e-05 4.962048e-04 6.840399e-04 3.231812e-06 
##         1529         3641         9069         6463         8718 
## 2.037608e-07 2.444332e-05 2.647742e-06 6.418073e-04 1.719316e-04 
##         1190         7222         4231         2321          638 
## 1.242260e-04 5.310472e-05 6.443274e-06 8.651313e-04 3.971791e-04 
##         2800         2320         4086         4950         4196 
## 2.676320e-04 1.703841e-04 3.652365e-04 9.063260e-05 1.495981e-04 
##         1526         4071         3226         7648         6448 
## 2.268074e-04 4.360641e-06 1.265423e-05 9.902708e-06 3.113916e-04 
##         1659         7134         9393         7456         1270 
## 2.635897e-05 6.149750e-06 4.613296e-05 1.154175e-06 4.179003e-04 
##         3785         7827         3900         3587         9104 
## 2.975867e-05 1.319048e-04 3.641715e-07 9.623722e-05 2.583093e-04 
##         6817         5080         7622         5032         2938 
## 6.622160e-06 1.588849e-04 3.194528e-04 7.172476e-04 4.028660e-05 
##         1366         1517         5257         2980          333 
## 2.885629e-04 1.697037e-04 9.012350e-06 1.253460e-05 4.666278e-04 
##         5644         6067         9090         6260         9472 
## 7.083886e-04 5.146326e-06 1.017160e-05 1.423822e-07 1.916362e-05 
##         1174         6775         9210          998          408 
## 3.448718e-04 1.550213e-04 7.973003e-05 2.131216e-06 1.942068e-06 
##          276         8613         9035         4774         9987 
## 4.079228e-07 1.737607e-04 8.444955e-06 4.128854e-06 3.781503e-07 
##          153          266         1686         4376         3451 
## 7.605200e-05 1.857479e-05 1.356925e-03 9.307413e-07 3.919856e-08 
##         8886         2084         5621          567         1574 
## 6.259128e-04 3.534920e-05 1.004227e-04 4.764304e-04 3.677760e-05 
##         5817         3367         5958         1618         3075 
## 8.663986e-05 2.754453e-04 8.825387e-06 1.765257e-04 5.363831e-05 
##         3712         6712         4187         6306         7772 
## 1.803232e-04 4.100123e-05 7.538640e-05 3.433032e-05 5.637779e-04 
##         7531         4105         5668         4215          673 
## 1.157325e-04 2.724234e-05 7.929472e-06 2.045303e-05 1.590141e-04 
##         7762         1699         6367         4256         7359 
## 2.301221e-05 1.856034e-03 2.011353e-04 1.058851e-04 5.603235e-06 
##         3771         8900          668         7201         4168 
## 1.709815e-07 1.638269e-06 2.155385e-04 1.252151e-04 2.022759e-04 
##         2482          970         2733         2461         5753 
## 9.734570e-06 6.262268e-05 1.644776e-04 4.857834e-06 2.128527e-05 
##         8078          625         6568         5472         3444 
## 4.388162e-05 2.604261e-04 3.707142e-05 2.682121e-04 4.575462e-04 
##          181         2391         6791         4801         4725 
## 2.873531e-07 3.442141e-04 4.793815e-05 4.260542e-05 1.169018e-05 
##         7423         5558         9522         5735         9575 
## 9.214191e-04 6.239207e-10 9.001565e-08 6.083884e-04 1.169699e-05 
##         6305         6054         5529         5903         6045 
## 3.448932e-05 2.303052e-04 3.272474e-04 7.721914e-04 1.242570e-03 
##         8986         7728         2143         4776         9303 
## 3.489303e-04 1.293824e-06 2.345155e-04 4.161841e-04 5.104355e-05 
##         7426         7612         7410         7700         2299 
## 2.164356e-05 4.374301e-06 1.243252e-04 3.100713e-05 2.932155e-05 
##         8300         7387         2484         6487         7405 
## 2.011116e-04 7.308979e-09 6.659276e-07 2.668977e-06 1.034663e-04 
##         8017         6562         6240         6128         2826 
## 2.633242e-04 4.487535e-04 1.040094e-05 1.460524e-04 5.256623e-04 
##         2346         2520         9101         6520          361 
## 1.901896e-07 6.380244e-05 2.041954e-05 1.172113e-06 3.816401e-05 
##          221         1889         3743         9336         7749 
## 9.295795e-05 5.225150e-07 1.253153e-05 6.014528e-05 4.207534e-05 
##         6824         8978         5044         6716         9794 
## 2.233211e-05 6.435631e-05 5.142583e-05 7.388476e-07 1.181695e-04 
##         5436         8830         9548         8749         2006 
## 1.097805e-08 4.409532e-09 1.990766e-04 5.227067e-06 1.448954e-04 
##         2787         7923         1220         3579         9808 
## 2.964727e-07 8.294327e-06 3.510239e-07 7.221992e-04 2.506251e-06 
##         4379         2767         7047         2558         2251 
## 9.078913e-04 1.357779e-07 3.560076e-04 1.038595e-03 1.542307e-05 
##         8346          936          882          308          918 
## 6.552743e-05 6.253942e-05 1.878782e-04 3.362894e-07 5.120616e-06 
##         3767         8955         9884         3751         6886 
## 4.024669e-05 6.420586e-06 2.937909e-06 1.362243e-04 1.114558e-06 
##           45         6502         2818         1427         9685 
## 1.988985e-04 1.669596e-04 3.841806e-04 2.779963e-05 1.053197e-04 
##         8100         2959         3049          813         2531 
## 2.566810e-05 1.094496e-04 1.244580e-04 1.113187e-05 1.608707e-04 
##         4585         9352         7433         8372         2764 
## 3.083875e-05 2.201742e-05 1.357612e-04 5.919463e-06 1.894134e-04 
##         9341         3873         2229         9246         3965 
## 6.187050e-04 5.084315e-05 4.600730e-04 5.711870e-06 6.132518e-05 
##         6304         5845         1995         6790         9109 
## 1.920304e-04 7.491866e-05 8.373599e-05 1.242995e-05 9.749960e-05 
##         3595          693          235         7051         1084 
## 4.906483e-05 9.027236e-05 1.076667e-03 1.192871e-06 1.027474e-04 
##         2772         3265         1767         9944         8586 
## 5.459205e-05 2.648662e-04 8.416239e-05 3.057863e-05 7.936321e-05 
##         1773         9786         1241         7177         8206 
## 1.350784e-05 9.792505e-05 4.087735e-05 2.709582e-05 4.146742e-04 
##         8166         6409         6768         1962         8077 
## 3.447860e-04 3.616262e-05 1.075233e-04 1.822296e-04 3.593010e-04 
##         7516         8663         9719         8872          558 
## 1.709004e-05 1.885410e-04 2.681245e-04 5.877228e-07 2.942449e-07 
##         4527         6834         2885         6469         5483 
## 7.669404e-06 1.442432e-05 9.794954e-04 4.627491e-04 2.332383e-04 
##         6964         3831         9244         4093         4586 
## 6.538892e-06 3.729823e-04 2.297208e-04 1.262612e-04 1.258316e-04 
##         4493         2131         4939         6033         6633 
## 3.806359e-04 1.829391e-04 1.219654e-05 1.337034e-04 3.218350e-07 
##         6052         1215         6040         7739         4934 
## 3.661728e-05 4.081711e-04 5.971755e-05 4.077287e-05 8.411849e-05 
##         7984         6047         4244         8578         5262 
## 1.884984e-07 8.063907e-07 7.570944e-04 1.114119e-04 1.549469e-05 
##         7736         2672         4684         1475         9865 
## 2.600614e-07 2.562258e-04 3.299553e-06 2.012064e-04 3.806493e-04 
##         9896         2340          890          257         6352 
## 8.279870e-04 8.758834e-04 4.665096e-04 8.287649e-06 1.921012e-06 
##         3553         3499         4520         5656         5494 
## 1.760932e-04 6.731432e-05 5.145020e-04 7.580768e-04 3.334094e-05 
##         9316          170         9279         7111         1964 
## 9.728866e-05 3.417109e-04 3.960350e-04 5.535179e-06 2.559186e-04 
##         2289         7437         5152         7383         8305 
## 1.295701e-05 7.539667e-04 3.329373e-05 2.616410e-04 2.913301e-04 
##          790          900         4515         4705         3385 
## 1.753488e-04 8.725526e-04 1.440180e-04 3.890186e-06 8.096297e-07 
##         7023         5978         8835         4310         9710 
## 1.890288e-04 3.725273e-04 4.767450e-04 1.177615e-05 2.430917e-04 
##         5145         3806         7498         8357         3351 
## 6.360750e-05 7.099585e-05 4.791920e-04 1.169062e-04 3.294305e-04 
##         5508         5296         4959         5673         6493 
## 4.231607e-06 1.189237e-05 3.342434e-05 1.132593e-04 7.193403e-06 
##         4313         6512         5561         6273         2529 
## 8.777422e-07 9.676344e-05 1.068708e-04 7.343631e-05 3.324835e-04 
##         5752         1513         5660         9961         9760 
## 2.037023e-04 3.468166e-04 1.462714e-06 3.414765e-05 5.312481e-06 
##         8643         1203         4475         9668         1906 
## 3.618903e-04 1.010062e-03 9.196115e-05 6.046437e-05 5.162731e-04 
##          429         3284         2677         2456         3058 
## 2.565120e-05 7.249417e-07 6.773373e-07 2.090011e-05 7.581330e-06 
##         1988         1024         9958         5341         6360 
## 2.930145e-04 4.383197e-04 2.253021e-04 1.003083e-06 2.034373e-04 
##         5412         5193         7232         1456         3917 
## 3.819371e-05 1.605114e-04 9.666166e-05 6.636180e-04 5.753507e-05 
##         9744         4261         7558         8890         6605 
## 2.063899e-04 1.002685e-04 9.756932e-05 4.493721e-07 1.492465e-04 
##         5469          479         3297         2863         2172 
## 1.997035e-04 2.723605e-05 2.858848e-06 6.995219e-08 4.290688e-05 
##         3469         8645         4960         9105         3591 
## 3.712391e-05 1.530375e-06 2.170663e-04 1.045610e-04 1.674759e-05 
##         1201         2129          971         6664         6681 
## 2.566553e-04 2.163955e-05 2.349414e-05 6.081646e-04 2.555618e-05 
##         2710         8946         8118         8425         8335 
## 5.595875e-04 1.243445e-04 8.103142e-04 5.720994e-06 1.780039e-04 
##         7202         3135         6802         5150         2740 
## 3.144078e-04 1.565916e-05 1.332326e-04 4.497561e-04 4.184641e-05 
##         8440         5520         1818          241         6892 
## 1.151827e-04 3.356739e-05 2.907275e-04 4.068150e-08 2.079459e-04 
##         4338         3093         2414         4427         5820 
## 1.687458e-04 3.170193e-06 1.611631e-04 1.002971e-06 2.312721e-05 
##         3240         9282         9715         3828         7338 
## 4.417600e-04 1.649516e-04 1.105035e-03 8.413574e-06 3.285557e-04 
##         6705         9543         3344         7806         1400 
## 1.484349e-05 2.034477e-04 1.067023e-04 1.574742e-04 8.205923e-05 
##         4778         6701         4802         5418         2673 
## 1.024016e-04 1.132694e-04 1.133336e-06 6.882817e-05 5.012586e-04 
##         7416         3736         2916         7855         3473 
## 1.234693e-05 4.018299e-04 2.443097e-04 2.785360e-07 3.364633e-04 
##         1989         4463         3151         2002          868 
## 7.885680e-04 2.007540e-04 2.136849e-05 1.761201e-04 1.157570e-04 
##         1609         7390         1747            4         2543 
## 9.093311e-07 9.306501e-07 3.327020e-04 3.733330e-04 3.715399e-06 
##         8655         1992         5473         6754         6919 
## 8.515560e-04 3.952187e-04 9.748707e-05 8.347229e-04 1.052323e-05 
##         3922         6158         9087         2537         5886 
## 4.278444e-05 1.269336e-05 2.636525e-05 6.300524e-05 7.794276e-04 
##         3076         6012         3750         6468         8452 
## 7.779569e-05 3.885909e-05 2.576131e-04 3.183939e-04 9.926522e-05 
##         6640         1644         1953         2698         8787 
## 7.574619e-07 3.123402e-05 1.254944e-03 4.706763e-04 4.793871e-06 
##         4305         3411         4506         4672         2390 
## 1.979944e-04 8.497142e-06 3.840893e-05 2.131059e-06 3.980828e-04 
##         1018         7695          278         4054          273 
## 2.128866e-04 3.824894e-07 2.516624e-04 3.060927e-04 7.033216e-09 
##         5390         8690         9831         6076         1888 
## 5.294535e-04 1.643080e-07 5.837785e-04 3.801332e-05 3.429025e-05 
##          224          949         2762         9827          488 
## 1.737037e-04 2.136768e-05 9.710475e-06 5.612004e-04 3.789865e-04 
##         1499         1158         2522         5078         4554 
## 1.559590e-04 6.934323e-05 9.761522e-04 1.146410e-04 1.278742e-04 
##         7330         3899          151         7144         6738 
## 9.043617e-05 6.080380e-06 9.081308e-06 5.236360e-09 3.518601e-04 
##         3791         4977         6171         8737          117 
## 1.113520e-05 8.343596e-05 1.030583e-04 1.220761e-05 6.750174e-06 
##         3384         1440         8796          928         9429 
## 2.511744e-05 1.297404e-04 1.853517e-04 5.877465e-04 2.478846e-05 
##         7818         7448         5491          911          326 
## 1.372893e-08 6.492515e-04 4.384710e-06 2.409827e-05 2.142102e-04 
##         6058         4938         5026         6702         8875 
## 1.769391e-06 8.508934e-06 9.737783e-05 3.308733e-07 2.929410e-05 
##         1897         1397          340          561           94 
## 9.432890e-05 3.379099e-04 1.188395e-04 4.088221e-06 4.782405e-04 
##         9163         9817         7679         8480         2969 
## 1.578920e-04 3.133409e-04 3.392269e-04 4.964433e-06 7.016951e-04 
##         7606         9473         5414         1209         6041 
## 3.456176e-04 3.187370e-04 1.642450e-04 1.036121e-04 4.492573e-04 
##          571         1476         2318         1525         7428 
## 2.311022e-04 4.283302e-04 2.312198e-04 5.315706e-04 1.016365e-04 
##         4464         7999         2338         1424         6870 
## 1.292273e-04 3.316306e-05 9.444456e-05 1.228643e-04 7.310205e-06 
##         8783         7006         8684         6994         7361 
## 3.439774e-04 7.363079e-04 2.787700e-04 1.318535e-06 5.854597e-05 
##         2962         8724         3655         8870         1756 
## 3.781876e-04 6.021713e-05 2.231646e-04 1.218250e-06 1.038665e-04 
##         1300          642         8328          100         6103 
## 1.493316e-06 2.519309e-05 2.940373e-04 1.951000e-04 9.859682e-06 
##         9360         9333         6357         7693         8623 
## 1.008547e-04 2.060819e-04 1.249702e-05 2.305888e-04 6.129964e-05 
##         2424         7077         2978         4856          312 
## 8.314054e-05 8.105383e-05 1.215630e-04 2.193132e-04 2.130670e-04 
##         8210         1256         6597         1870         9703 
## 9.762400e-04 1.771494e-04 3.783511e-04 9.852097e-04 9.377344e-06 
##         4090         8555         9855         6740         6674 
## 2.612240e-04 2.589186e-04 9.418463e-05 8.319290e-05 8.808945e-05 
##           71         2266         9449         6029         5280 
## 8.920819e-05 2.678400e-06 2.931597e-04 2.180127e-04 1.244487e-05 
##         3836         2691         2987         4163         1944 
## 1.337184e-04 4.991859e-06 2.250070e-04 2.826218e-04 5.423579e-05 
##         9396         8852         7182         6915         8258 
## 5.695344e-08 7.185429e-05 3.471963e-04 1.607932e-05 4.331666e-04 
##         6072         1780         7290         8435          498 
## 7.216136e-04 9.402740e-06 1.044045e-04 3.787951e-05 3.084220e-05 
##         7905          454         5393         3481         6590 
## 3.555054e-05 1.143501e-04 6.275068e-05 2.409845e-06 3.752687e-04 
##          577         9469         9166           87         2793 
## 1.932519e-04 1.642865e-05 1.021273e-05 1.856558e-04 6.011051e-05 
##         8451         6362         6050         8409          741 
## 1.220194e-04 6.162996e-06 7.694271e-04 3.803856e-06 8.299138e-04 
##         7142         8511         1963         2682         6437 
## 1.159485e-04 9.460450e-05 1.201711e-06 6.029050e-04 3.431712e-06 
##          626         9404         2224          432         2342 
## 2.875599e-05 1.309775e-06 8.349428e-05 3.072571e-04 2.836241e-05 
##         5988         5681         9102         6314          685 
## 9.074738e-05 1.617766e-05 1.639516e-04 2.205263e-04 3.754371e-04 
##         3503         5298         6696         5790         5001 
## 3.986533e-05 4.364907e-05 2.366120e-05 2.440379e-05 2.046754e-04 
##         4461         2528         8547         7743         7110 
## 2.762270e-05 1.859460e-05 4.071806e-04 6.112274e-05 1.954838e-04 
##         8600         7394         1845         4553         9304 
## 2.638428e-04 1.675517e-04 2.338036e-04 2.280535e-05 2.890485e-05 
##         9872         2249         3517         8082         3586 
## 8.325118e-06 4.743878e-04 1.669310e-04 1.068784e-04 2.778281e-05 
##         8244         5233         4216         7506         6231 
## 8.609074e-05 2.311085e-05 5.439986e-07 6.409764e-06 1.805433e-05 
##         9578         9772         9000         5095         1076 
## 5.719938e-05 8.841888e-04 2.634240e-05 1.344852e-04 6.848088e-04 
##         1261         9008         1599         8307         2375 
## 1.950585e-05 1.264085e-03 8.872889e-05 3.238546e-05 3.498253e-05 
##         1329         9947         4440         9017         9439 
## 4.731853e-08 2.238773e-05 3.362707e-05 1.240376e-04 5.783498e-06 
##         6461         2291          707         7542         4395 
## 2.007304e-04 7.503370e-04 3.974479e-05 1.841720e-04 2.517366e-04 
##         7449         7928         9435         7117         9684 
## 2.917975e-05 2.522885e-04 1.794317e-04 3.977270e-04 5.751042e-05 
##         7289         3118         6936         4174         3190 
## 3.008399e-05 1.086015e-04 8.173508e-07 9.602810e-05 2.628057e-05 
##          171         3596         2586         9586         9830 
## 8.659965e-05 1.505130e-04 6.076909e-04 6.311684e-05 2.770072e-04 
##         7508         8364         2317         3588          107 
## 3.842113e-06 5.525196e-05 2.497136e-05 5.106050e-05 6.157144e-05 
##         4786         9951         5870         8250         7136 
## 6.331431e-04 6.275396e-06 4.801881e-05 5.102116e-04 6.731135e-05 
##          398         3360         8138         3088         4900 
## 5.920560e-05 2.921255e-04 5.549058e-07 2.969997e-04 4.608434e-04 
##          846         8552           89         9652         9974 
## 3.823532e-05 2.071617e-04 1.112048e-04 5.299309e-04 3.445539e-04 
##         6221         7248         9758         3455          767 
## 6.283272e-04 4.251998e-05 1.607611e-04 6.735637e-05 8.976404e-05 
##         3343         9311         6774         7536         2614 
## 1.275186e-05 4.968305e-04 1.550774e-05 3.393615e-04 3.387591e-05 
##         5075         5614         8474         6034         9935 
## 1.916400e-04 4.252389e-05 3.275263e-04 7.493179e-04 4.599677e-05 
##         2784         6760         4736         1365         7668 
## 4.135525e-05 3.718000e-06 1.345224e-05 1.789140e-07 1.021279e-07 
##         1334         8680         1374         7295         3582 
## 4.275014e-04 2.024735e-04 1.018003e-04 3.525510e-05 4.834183e-05 
##         6998         4643         1716          162         5806 
## 6.586876e-05 2.763619e-05 7.017159e-07 6.793870e-05 1.241127e-03 
##         4763         7025          542         9032          422 
## 3.519598e-05 4.838875e-05 6.734795e-05 7.503753e-06 1.141679e-03 
##          597         3443         1754         8398         4723 
## 9.354779e-06 3.719819e-05 6.909223e-07 1.042279e-05 1.603625e-04 
##         7481         4037         6286         6374         9748 
## 3.363965e-06 1.028159e-04 4.938094e-04 1.697637e-04 1.882280e-05 
##         4201         2366         9983         2403         3972 
## 8.180697e-06 1.381910e-04 2.737408e-04 5.114211e-08 1.134391e-05 
##         7843         2090         1930          524          460 
## 2.276063e-05 4.770467e-05 7.479856e-05 1.528396e-04 1.959616e-04 
##         7898         6085         6453          390         4993 
## 1.800404e-06 1.526260e-03 1.088859e-04 2.230856e-04 3.188777e-05 
##          399         2330         2466         7045         4246 
## 1.619978e-04 3.004588e-05 1.240969e-04 8.143255e-05 9.837890e-05 
##         1022         8355         4895         2509         3214 
## 1.579640e-04 3.169566e-04 6.271283e-05 3.808077e-08 9.123090e-06 
##         7530         1423         4032         1488         3070 
## 2.756939e-04 3.468320e-06 4.664799e-05 1.213776e-04 4.974910e-05 
##         3559         4777         1464         2368         1146 
## 3.847321e-05 3.748153e-05 2.630474e-04 3.148042e-04 1.303359e-04 
##         3896         5217         2878          843         9853 
## 7.024614e-05 3.397266e-04 8.897983e-05 2.509979e-04 2.946492e-05 
##          632         1969         6207         7913         6611 
## 2.336878e-04 1.997790e-05 2.747132e-04 1.040564e-05 6.740754e-04 
##         6106         4418         9912         7159         3002 
## 8.927653e-10 5.446122e-05 8.043958e-05 3.759483e-06 2.410852e-04 
##         9152         6896         1362         5843         8383 
## 5.709368e-05 5.685020e-04 1.136145e-04 1.083316e-05 9.179869e-05 
##           37         6048         7946         6867         2999 
## 1.348205e-06 5.271278e-08 6.492324e-10 1.270910e-04 4.231036e-05 
##         4759         3195          933         7176         5646 
## 3.784532e-04 3.113884e-04 1.265225e-04 4.895460e-05 5.512128e-04 
##         6621         9143          288         8667          722 
## 1.846979e-04 1.306083e-05 1.678692e-05 6.462109e-06 1.665428e-05 
##         9928         7948         5523         8008         5642 
## 2.399722e-05 1.397407e-06 1.847180e-04 4.785727e-04 5.661393e-05 
##         1923         8742         5082         2871         7141 
## 3.846387e-04 3.315470e-04 4.315187e-06 1.436041e-03 6.811915e-05 
##         4178         8617         1742         1377         1799 
## 4.360265e-06 2.737989e-04 7.518399e-05 8.476058e-07 1.739607e-04 
##         9205          703         6764         3804         8687 
## 3.463711e-04 3.682751e-04 7.489910e-05 6.405439e-04 3.869916e-05 
##         8139         6015         1917         2292         4687 
## 7.786639e-04 6.573094e-06 1.677359e-04 2.356758e-04 1.202291e-04 
##          772         5488         7107         7611         7769 
## 6.340549e-07 9.031841e-05 4.263384e-05 4.800483e-05 9.010089e-04 
##         8583         4811         1650         3703         4053 
## 8.240497e-05 2.174645e-04 2.567586e-04 8.396533e-08 1.394565e-05 
##         4428         1585         6690         7477          189 
## 2.626537e-04 6.604170e-05 1.570231e-04 5.276367e-05 5.353038e-04 
##         4833         9290         9603         1621         4551 
## 1.693968e-04 3.255777e-04 2.693026e-04 1.141379e-07 8.501870e-05 
##         6459         6949         2832         6093         9870 
## 1.718578e-04 1.813719e-04 6.146926e-05 3.498144e-04 6.366703e-05 
##         6779         6279         3485         2331         1144 
## 1.859989e-05 2.768787e-05 1.209941e-04 1.733010e-06 4.309315e-05 
##         7932         8162         4236         8974         5033 
## 1.368601e-03 1.868226e-05 1.429212e-05 4.792761e-04 8.200252e-05 
##         2100         4023         9990         8348         4017 
## 3.598822e-04 3.231719e-04 6.260114e-05 1.381365e-04 7.827358e-04 
##          634         9273         1803         4550         6889 
## 9.145798e-05 4.283236e-04 1.893833e-04 9.747773e-07 5.298463e-05 
##         1788         3814         3410         6787         3377 
## 8.777161e-04 7.701480e-06 1.185165e-05 1.206152e-05 1.173331e-03 
##         2869         8993         3231         3760          904 
## 4.846087e-05 5.221363e-05 1.613066e-04 2.270278e-05 4.040506e-04 
##         9263         7957         8748          232         5732 
## 1.185100e-05 1.446057e-05 2.232799e-05 3.346726e-05 3.475244e-04 
##         6251         8788         2994         3949         2089 
## 4.828994e-04 1.475618e-05 1.407102e-05 6.175527e-05 5.620259e-05 
##         6720         9019         1240         8397         8773 
## 6.644700e-04 2.565467e-06 3.862749e-05 4.550746e-05 3.586051e-05 
##         5603         7702         9810         1045         7767 
## 3.422982e-06 1.866001e-04 9.968859e-06 4.575159e-05 2.050695e-05 
##         5453         5073         4468         8006         6736 
## 3.823117e-04 1.183204e-04 4.514118e-05 1.225946e-05 2.529591e-04 
##         1880         3260         5998         8833         3040 
## 1.894788e-04 3.364776e-05 1.945818e-04 3.479305e-05 3.833756e-04 
##         5112         9499         5738         9190         6081 
## 4.805580e-05 1.956318e-04 3.167594e-04 4.408999e-05 1.252687e-06 
##         2036         5540          731         4410         8869 
## 9.278710e-05 7.002567e-06 3.984026e-04 1.057497e-06 3.333277e-05 
##         3212         4927         9036         2169         5757 
## 3.548526e-06 6.028457e-04 4.508821e-07 1.328122e-05 1.819701e-04 
##         7491         1106         4306         4133         3383 
## 2.292553e-04 2.396983e-05 4.881523e-04 1.860540e-05 1.781003e-05 
##         4300         9869         8535         4671         2377 
## 4.949242e-05 8.413945e-06 4.740076e-05 2.220152e-04 3.868901e-05 
##         7672         2707         8536         1915         6370 
## 3.378964e-05 1.034096e-04 8.139759e-05 4.325869e-06 5.440403e-05 
##         7033         5199          669          793         1594 
## 8.020702e-06 1.274718e-05 2.453611e-05 1.321533e-04 1.548334e-04 
##          841         4664         8116         8081         5784 
## 9.221480e-04 1.839767e-04 1.415296e-04 3.326187e-05 1.136241e-04 
##         6623         8274         4458         6276         1903 
## 5.231914e-07 5.686713e-04 4.437772e-04 6.528468e-04 2.994915e-05 
##         7395          781         3291         4140         9428 
## 1.284998e-04 1.353867e-04 3.193433e-04 1.129282e-04 5.942078e-05 
##         8350         7389         9898         8638         3911 
## 5.664830e-04 3.298870e-04 5.153459e-05 7.672503e-07 1.419439e-04 
##         1323         4528         7644         6931          525 
## 6.939430e-08 1.146976e-04 1.068846e-04 2.562373e-04 1.532490e-04 
##         4207         2776         7931         3527         9563 
## 4.726656e-09 2.901596e-04 2.223487e-05 6.228792e-05 2.175169e-05 
##         5245         2304         9988         9505         4120 
## 6.249259e-04 2.818152e-04 5.527058e-04 5.150324e-06 3.698674e-04 
##          183         8453         1150         5532         9420 
## 1.887555e-04 5.945962e-05 4.244247e-05 1.737011e-04 7.772788e-05 
##         7761         2788         3627         9746         3122 
## 7.621875e-05 3.351421e-05 7.743575e-05 7.743839e-08 1.448680e-04 
##         4721         1298         4351         5072         4623 
## 2.276208e-05 2.252390e-05 2.367919e-04 1.808770e-05 4.515419e-07 
##         8419         6725         4989         2469         8880 
## 2.083488e-06 1.839776e-04 6.192267e-04 8.430849e-05 2.363219e-05 
##         6496         9605         3719         8544         2578 
## 1.759023e-05 5.854102e-04 1.123824e-04 5.360899e-05 8.702871e-05 
##         1977         6872         3739         5554         7733 
## 9.540222e-05 1.187828e-05 6.003151e-05 1.155214e-04 5.286380e-08 
##         3510         1548         9673         9626         1730 
## 4.498839e-06 3.958553e-06 8.731008e-05 2.456192e-04 2.969881e-05 
##          718         7080           32          951         6880 
## 4.267424e-05 1.210494e-06 3.582205e-07 1.264277e-04 1.832454e-04 
##          829          225         6426         1689         6104 
## 7.911592e-06 1.397422e-04 6.937537e-04 1.611042e-04 6.484576e-04 
##         8496         4567         1707         3692         5186 
## 1.920807e-04 2.322991e-05 4.661967e-06 3.499583e-05 6.519546e-05 
##         4199          658         9736         7504         5975 
## 7.307160e-06 1.725530e-04 2.291402e-06 2.467083e-05 1.534872e-05 
##         5143         1705         8629         7896         3764 
## 1.858322e-05 2.428787e-06 2.508070e-04 5.787536e-06 2.799254e-08 
##         9661         4997         5271         8973         4257 
## 2.036463e-07 2.211347e-04 1.033415e-04 5.784344e-05 2.323437e-04 
##         9867         1064         3033         6039         6477 
## 2.216573e-04 1.338724e-05 1.031032e-03 4.579338e-04 4.220047e-05 
##         2708          291         3167         3981         3432 
## 4.906729e-05 7.449146e-05 5.127520e-04 2.445294e-04 4.311790e-05 
##         3398         3067         6903         5316         1653 
## 5.837647e-04 1.467525e-04 1.352343e-05 1.847142e-05 1.325943e-04 
##         1605         3113         3090         4084         9454 
## 6.386360e-05 7.669069e-05 5.919827e-06 5.160999e-05 2.608767e-04 
##         5807         3237          584         2598          415 
## 1.414180e-04 7.953669e-08 8.435342e-05 1.773408e-04 5.518352e-04 
##          443         2046         5679         5470         4745 
## 1.380866e-04 3.272086e-04 4.139883e-04 7.535325e-07 7.405617e-05 
##          377         9861         1535         6743         9612 
## 3.983934e-05 2.584312e-06 8.900088e-04 1.677498e-05 2.640441e-05 
##         2281         5574          118         5971         9238 
## 5.402916e-05 8.242447e-06 5.786811e-04 8.612764e-04 3.838790e-04 
##         8959         6422         4521         5240         8874 
## 1.204159e-05 5.734108e-04 4.862680e-04 1.711681e-04 3.468517e-05 
##          563         2706         2667         4367         7573 
## 4.188222e-05 3.937921e-05 7.092018e-05 6.928920e-09 1.131099e-04 
##         7381         2801         8129         5758         7365 
## 1.850519e-06 2.890689e-04 2.847012e-05 8.844357e-04 2.500398e-04 
##         4670         3811         3011         3490         5746 
## 2.620587e-04 9.760477e-05 1.518437e-03 3.978846e-04 8.039110e-04 
##         6821         2735         4457         3781         7087 
## 4.280985e-05 3.075936e-04 1.264484e-04 7.508896e-04 3.729951e-04 
##         6373         6589         7808         9615         4000 
## 2.929880e-05 6.055484e-04 1.380590e-05 3.352991e-05 3.144502e-04 
##         4438         2728         5025         1667         1805 
## 2.019799e-05 7.692699e-06 8.824431e-04 1.250121e-03 1.290952e-04 
##         4210         7482         1672         9227         9377 
## 2.309906e-05 5.774236e-06 3.609366e-04 1.014522e-04 1.093821e-03 
##           81         3963         2336         2968         8601 
## 1.802554e-05 1.533673e-06 8.388697e-04 1.502720e-04 6.484994e-04 
##         5902         3294         2379         7049         6465 
## 9.229455e-06 1.105610e-05 1.300521e-07 1.481492e-05 1.125840e-05 
##         3082         3029          684          156         2906 
## 2.681577e-04 3.040034e-04 1.316531e-04 2.379753e-05 2.351387e-04 
##         6734         4079         8224          211         3726 
## 6.716980e-05 3.208972e-04 8.306205e-05 1.433619e-04 4.133701e-04 
##         6466         3006         3607         9068         2243 
## 4.092194e-04 1.054144e-04 4.949100e-05 1.443742e-04 8.757696e-05 
##         2683         2451          511         1524         3737 
## 1.306344e-04 6.181121e-04 9.097366e-05 1.245274e-05 2.028549e-04 
##         3442         5836         3657          770         2705 
## 2.384673e-05 3.470538e-04 6.001234e-04 1.315069e-04 6.419372e-04 
##         7575          317         2714         6987         3825 
## 1.872553e-04 4.344196e-05 4.257608e-04 1.039110e-05 4.466115e-04 
##         4571         8957         9051         1375         5795 
## 2.271304e-04 9.841684e-05 5.448512e-05 5.833063e-04 2.617346e-05 
##          710         4304         6442         1376         2887 
## 3.920245e-04 6.000755e-05 5.004107e-04 3.000677e-04 2.744125e-04 
##         4489         8813         1204         9441         5685 
## 7.647685e-04 5.371583e-05 1.487435e-04 6.735938e-05 1.246571e-05 
##         8120         6735         8855           13         1211 
## 2.838502e-04 5.682777e-05 4.007667e-04 1.930856e-05 1.194831e-05 
##         4665         2244         3907         2694         3234 
## 4.708707e-04 2.463027e-05 1.090598e-04 2.148497e-05 7.126571e-04 
##         7384         8497          822         1737         7191 
## 4.183750e-05 3.432806e-04 1.275724e-04 1.415785e-04 2.447362e-04 
##         5443         8416          320         2896          275 
## 3.718042e-05 1.191368e-05 8.047179e-06 2.581069e-07 3.330365e-04 
##          618         3013         2096         5763         3860 
## 8.198787e-05 2.043262e-05 1.562858e-05 9.378293e-05 2.826815e-04 
##          330         1181         6719         4490         5657 
## 1.345303e-04 2.169394e-05 3.184233e-05 1.074829e-04 3.010711e-05 
##         7826         4640         4477         1390         1624 
## 3.473960e-05 4.008648e-04 1.799005e-04 3.254212e-04 1.364323e-04 
##         6668          966         9793         3891         3877 
## 9.406234e-05 1.683054e-05 4.987290e-04 3.866989e-04 2.285109e-04 
##         1043          407         5275         8442         1451 
## 1.069295e-04 3.624634e-09 4.221995e-06 1.320942e-06 1.191462e-06 
##         6518         5571         1277         2717         4281 
## 2.444672e-04 1.173601e-04 1.037602e-03 2.593538e-04 9.453545e-05 
##         3374         3629         1483          654         4039 
## 2.388790e-05 1.511961e-04 2.009734e-04 6.790648e-04 2.807301e-04 
##          777         3757         8384         2768         4945 
## 1.726904e-05 6.926431e-04 7.122208e-06 2.003817e-04 1.187545e-04 
##         4942         3340         4565          578         6874 
## 2.485651e-05 7.403300e-06 1.247826e-04 1.195347e-04 5.147095e-05 
##         3368         4842          863         4028         2221 
## 4.342748e-05 1.787814e-04 1.684818e-04 8.601226e-04 4.717506e-05 
##         6204         1359         8439         7472         5334 
## 1.899927e-04 1.439847e-05 1.611223e-04 4.635394e-05 5.341174e-07 
##         5721         8109         5076         5374         2921 
## 2.329668e-04 8.683373e-05 7.948232e-05 2.430591e-04 5.094012e-04 
##          832         1245         1956         1835         6146 
## 1.534980e-04 1.444240e-05 3.179323e-04 1.190441e-05 4.723337e-05 
##          746         1666         2718         9911         6255 
## 2.085558e-05 2.595914e-04 5.216310e-06 1.149661e-04 2.892680e-05 
##         4386         8768          314         3366          620 
## 2.062576e-04 1.522579e-04 7.685997e-05 2.380454e-05 3.819070e-04 
##         6120         1005         4393         9347         3358 
## 1.573507e-04 2.190046e-04 1.925938e-08 1.440249e-04 4.634937e-04 
##         1528         2712         9203         6667         9147 
## 2.876437e-06 6.229886e-06 1.586998e-06 4.411358e-07 2.312362e-04 
##         4091         4229         8985         4797         1708 
## 3.196047e-06 3.610153e-08 6.356804e-05 8.961006e-05 1.618358e-04 
##         9767         8819         7968         9965          681 
## 1.787916e-06 1.918352e-04 6.498226e-06 5.873987e-05 1.986048e-04 
##          755         3530         2658         9118         3580 
## 4.292917e-06 2.676490e-05 2.426063e-04 5.697678e-05 8.624616e-05 
##         7334         5157         5464         6636         1641 
## 9.525615e-05 6.088115e-05 8.885058e-06 5.929327e-06 1.906468e-04 
##          850         2857         3216         6378         3338 
## 6.330471e-04 5.943856e-06 1.759711e-04 3.015098e-04 7.807642e-09 
##         5805          614         4966         5248         4031 
## 1.259106e-06 3.213315e-04 9.202069e-05 1.563285e-05 6.331969e-05 
##         7227         6535         5416         4983         3921 
## 2.472139e-06 5.197156e-05 3.261826e-04 1.608152e-06 4.343080e-04 
##         6797         4767         7205         5410         2895 
## 1.045649e-04 3.121375e-04 3.587690e-07 2.597665e-05 6.498670e-05 
##          495         6165         5602         5050         5727 
## 2.122796e-04 6.015175e-06 6.783423e-05 5.110300e-05 9.064641e-06 
##         4562         1711           36         4162         4128 
## 4.899647e-04 7.249530e-05 3.440408e-05 7.360793e-05 6.605836e-05 
##         3516         6441          833         8026         3394 
## 7.005113e-05 1.869142e-04 1.025749e-03 8.131800e-05 5.592153e-06 
##         6494         7495         1112          442         5717 
## 9.865032e-05 2.082469e-05 8.695094e-05 8.524511e-06 4.497057e-06 
##         9276         5162         7874         7152         7070 
## 3.183034e-06 1.659146e-04 5.536648e-08 2.781955e-04 8.292711e-06 
##         7069         4485         6986         1824         6591 
## 7.964976e-05 6.721806e-04 2.273682e-06 8.609042e-06 1.763955e-04 
##         2549          748         2106         1979         7100 
## 6.319163e-04 1.948376e-05 7.715813e-06 1.637287e-04 1.390068e-04 
##         8445         7566         3274         1145         7323 
## 4.456120e-05 1.913071e-05 1.130597e-05 1.718387e-05 2.750106e-04 
##         6036         9134         4082         5787         6089 
## 4.166207e-06 3.116099e-06 5.046136e-04 2.256845e-04 1.878154e-04 
##         5087          157         9375         6119         4837 
## 6.367107e-04 7.027348e-04 7.872378e-05 1.102271e-04 2.932998e-04 
##         6543         7468         8231         4180         9683 
## 4.253616e-05 1.001533e-05 8.939794e-06 1.637956e-05 1.073836e-06 
##         1260         9291          912         3229         2091 
## 2.997786e-05 7.668499e-04 3.242993e-04 2.727079e-05 1.236651e-03 
##         7545         4482         7613         1607          967 
## 8.906770e-10 6.478687e-05 6.345513e-05 3.485836e-04 4.468002e-05 
##         7332         7042         1218         4118         7086 
## 1.655203e-04 3.597517e-04 3.912163e-04 1.542562e-04 1.567797e-04 
##         9146         7470         4884         6707         8789 
## 6.327040e-06 3.624041e-04 3.496815e-04 4.079412e-04 2.714029e-04 
##         8637         1039         1264         6999          343 
## 7.137224e-04 2.090676e-05 6.747021e-05 2.722253e-05 1.847351e-03 
##          959         4181         7861         2981         5215 
## 2.822260e-05 3.142477e-05 2.071624e-05 9.161047e-04 6.353643e-08 
##         4807         2242         7500         5995         7022 
## 4.496790e-04 2.384960e-04 9.934837e-05 6.622215e-05 4.562930e-04 
##         1462          852         9596         7046         8173 
## 3.070103e-05 1.225686e-04 1.294976e-04 3.195790e-04 4.057819e-04 
##          274          809         1633          828         5692 
## 1.119255e-04 2.292811e-04 2.092886e-06 2.163057e-04 3.270014e-05 
##         9442         1072          648         8561          475 
## 9.670171e-08 6.967314e-05 3.826248e-04 4.007299e-07 1.601930e-05 
##         5509         9208         2941         3330          236 
## 4.548433e-04 3.444487e-04 1.937472e-04 1.897178e-05 1.877929e-04 
##          602         4331         5932         2620         7901 
## 3.018964e-04 9.817476e-07 2.276150e-07 2.461106e-05 1.175162e-06 
##         1244         6660         1859         4323         1393 
## 1.240943e-03 7.750510e-05 1.268193e-04 1.129608e-06 1.416351e-03 
##         9262          862         2495         5562         7064 
## 7.409082e-04 6.333637e-05 3.213798e-05 1.111427e-03 1.324729e-04 
##         7510         5211         6992         1592         4262 
## 8.791984e-06 1.646288e-04 1.092572e-04 1.441594e-05 4.495416e-04 
##          810         3847         8763         9075         5446 
## 3.218741e-05 4.398778e-04 4.844289e-05 3.825039e-06 7.854142e-04 
##         7724         5684         6479         3161         4901 
## 1.295556e-04 6.542990e-06 1.834392e-04 2.259679e-04 2.141464e-05 
##         8550          423         2200         6241         7155 
## 1.895840e-05 2.566841e-04 1.169978e-04 1.442739e-06 8.218577e-05 
##         4917         4661         3799         7596          687 
## 2.222250e-06 6.785398e-04 2.502908e-05 4.937519e-05 2.463321e-04 
##         2161         4854         6376         9644         4279 
## 2.106142e-05 8.159895e-06 2.765058e-04 2.030086e-04 4.923308e-05 
##         5006         1118         1518         8962         9137 
## 1.063517e-05 1.493271e-04 8.239961e-06 5.542566e-05 1.160555e-06 
##         8277         5613          705         8311          489 
## 2.857573e-05 8.103070e-05 6.098506e-05 4.439704e-05 4.223142e-04 
##         4965          512         6574         3624         7084 
## 1.279429e-05 1.674942e-04 4.002268e-04 5.299134e-06 1.830240e-04 
##         9401         6840         5343         4542          434 
## 1.434535e-05 3.812686e-05 5.817821e-07 1.065862e-04 2.514845e-06 
##          493         7924         2976         8848         4203 
## 4.118880e-04 1.024682e-07 1.374349e-03 7.071749e-04 6.205042e-05 
##         1049         7941         7979         7747         6587 
## 2.932434e-04 5.343040e-04 3.951598e-05 9.155677e-04 2.539445e-04 
##         1088         5850          697          792         1461 
## 4.337863e-06 1.160332e-04 1.857495e-06 4.794868e-04 3.857817e-04 
##         5928         5741         8798         3045         5011 
## 6.453632e-05 1.095736e-04 1.927197e-04 3.648428e-07 1.053765e-05 
##         3525         1330          880          281         8851 
## 5.881287e-05 2.270816e-04 3.153628e-04 2.266581e-04 3.041478e-04 
##         9173         6607          455         7345         1721 
## 5.596887e-09 7.570399e-05 1.322945e-04 2.935666e-04 8.730455e-08 
##         5085         1442         2634         6222         9358 
## 4.732163e-04 2.089673e-06 4.057224e-05 1.531428e-04 4.691464e-05 
##         3008         4576         6906         3207         4961 
## 1.662713e-05 5.792859e-04 5.937330e-07 2.718516e-04 7.718677e-07 
##         1407         6887         1891         5320         7650 
## 2.946075e-04 3.402690e-04 6.698168e-04 2.206548e-04 1.058986e-05 
##         3816         7565         5039         3022          830 
## 3.183901e-04 1.407650e-04 1.158016e-04 4.954525e-04 2.075681e-06 
##         5434         2190         7975         1065         3326 
## 2.029504e-05 1.107742e-04 5.428976e-04 6.224990e-04 3.199505e-04 
##         3427         7514         7685         3109         7478 
## 4.488186e-04 3.134470e-05 5.570916e-06 3.911820e-05 3.304217e-06 
##          598         9662          939         6897         7029 
## 4.638478e-04 1.081435e-04 6.925497e-05 5.287411e-05 1.065469e-05 
##         5276         7288         8905         3081         5776 
## 3.035080e-04 5.055846e-05 2.169682e-05 1.493614e-04 7.752830e-05 
##         8072          617         6739         4156         5962 
## 8.418748e-06 5.802784e-05 1.931348e-05 1.510199e-05 3.022351e-06 
##         7271         3280         4430         7587          540 
## 1.531212e-04 9.547192e-05 9.606014e-06 1.577446e-04 1.915395e-04 
##         5677         2026          325         5896         8405 
## 5.474937e-04 3.263955e-05 2.095881e-05 7.380073e-05 6.907088e-05 
##         4814         9215         8028         7616         2897 
## 8.297384e-05 1.207740e-04 3.792832e-04 1.070857e-04 3.316753e-05 
##         7501         1527         8938         9894         6683 
## 3.156475e-05 4.282884e-06 1.472089e-04 2.513548e-05 2.584149e-04 
##         9305          633         1784         1317         6464 
## 1.374545e-04 3.007938e-04 3.344959e-04 4.019750e-05 2.055822e-05 
##         4064         8047         5405         7055         2211 
## 1.868805e-05 4.418005e-05 1.780785e-04 5.840574e-05 3.709056e-05 
##            8         6272         8411         3094         7729 
## 1.393463e-05 1.744852e-04 2.406290e-05 8.194666e-07 1.002709e-04 
##         6877         7588         7576         5399         7722 
## 8.242439e-04 1.027461e-04 6.481845e-05 1.025461e-03 1.094747e-04 
##         6795         7462         6184         5344         4021 
## 8.259825e-06 5.163925e-04 5.792431e-05 1.608108e-04 8.858352e-05 
##         7589         6904         5665         1040         6619 
## 6.947997e-05 2.535519e-05 7.531938e-04 3.441778e-05 8.927597e-05 
##         5801         6457         4263         3096         7320 
## 1.074904e-04 2.624143e-04 2.955779e-04 6.632335e-06 1.035343e-06 
##         2202          906         7652         5209         4659 
## 1.926966e-04 2.762801e-04 1.062364e-04 3.030160e-04 3.479875e-06 
##         8803         3793         4789         3462         8069 
## 2.717604e-04 2.259427e-04 1.920385e-04 8.296323e-05 6.680465e-05 
##         8940          993         9713         1674         9638 
## 9.353837e-05 8.459724e-08 1.006896e-04 3.335853e-04 6.546300e-04 
##         7853         6610         5383         1165         7551 
## 1.362496e-04 3.854195e-04 8.616471e-05 7.728635e-05 4.647651e-04 
##           98         5617         5395         2593         4534 
## 7.394643e-04 8.663378e-07 1.116374e-04 5.104360e-09 6.977129e-05 
##         5041         7302         5719         5935         1655 
## 1.692224e-04 5.076665e-04 1.665606e-04 3.700495e-04 1.843303e-06 
##         4860         7854         8585         9645         4657 
## 4.422632e-05 4.202461e-06 5.573274e-04 4.711234e-05 2.222862e-07 
##         1238         5743         6567         2507         3286 
## 3.174107e-04 6.393670e-07 6.016567e-04 1.023934e-05 1.210774e-05 
##         1482         6145         4579         7954         7031 
## 7.121204e-07 1.708393e-04 1.363598e-04 2.223920e-06 7.044365e-05 
##         3539          885         1738         1380         1360 
## 1.060479e-07 8.159598e-08 4.890268e-06 8.293379e-05 1.538179e-04 
##         6227         3693         4426         7567           76 
## 5.738138e-05 1.296000e-06 1.379809e-04 2.852134e-04 3.912512e-04 
##         9606         5936         7259         3957         5448 
## 1.802557e-04 2.774318e-05 2.847565e-06 8.307643e-06 1.777345e-04 
##         6689         8582         8493         3186         1521 
## 1.158016e-04 3.739166e-05 2.718918e-04 3.391167e-06 2.247564e-04 
##         3115         2332         1984         1479         8031 
## 1.374775e-04 1.859023e-05 1.574666e-04 8.646839e-05 3.736368e-05 
##         1109         6703          881         3701         6243 
## 1.398024e-08 9.533419e-05 9.609475e-06 1.564858e-06 1.669362e-04 
##         1603         1459         9266         2949          457 
## 5.731756e-04 2.378680e-04 7.414851e-05 3.749351e-05 5.085787e-05 
##         3950         2970         7392         4525         1572 
## 8.732699e-05 1.054347e-03 2.485697e-04 3.814269e-06 5.750472e-05 
##         8743         1364         2306         5946         6114 
## 1.258588e-05 1.576887e-05 2.454041e-06 3.807860e-05 6.883373e-05 
##         2594         7869         3136          953         7910 
## 3.057037e-04 5.929426e-04 1.228855e-04 5.706239e-06 2.860101e-05 
##         2641         4336         5593         2322         9431 
## 4.342079e-05 2.243202e-05 3.258996e-04 4.871328e-06 2.911767e-05 
##         8937         3985         5432         7636         5287 
## 2.139773e-04 1.507082e-04 5.341957e-07 1.641315e-05 2.105950e-06 
##         4474         5722         3888         8234         9029 
## 2.482511e-04 2.324545e-04 2.317062e-06 9.499126e-06 1.439924e-04 
##         8389           59         9517         2159          763 
## 1.367146e-04 3.729089e-05 2.857384e-05 6.758731e-04 6.289523e-05 
##         8556         8829         3556         5923         3295 
## 6.566814e-05 3.760654e-05 4.767241e-04 1.794430e-04 8.811314e-05 
##         1198         2011         4740         3511         9856 
## 3.055595e-04 6.850259e-07 6.637578e-04 1.508522e-03 1.455392e-04 
##         4357         6924         9966         3123         9201 
## 5.532620e-04 1.705463e-05 3.803681e-05 3.717270e-05 4.917031e-08 
##         8577         9889         1449         4290         3955 
## 3.413777e-05 3.387007e-05 9.984904e-05 1.179045e-04 6.117986e-05 
##         4154         5895         2065         3169         6524 
## 8.588098e-04 9.617347e-04 1.249609e-04 3.825499e-05 4.289760e-04 
##         1606         6100         2288         2809         9931 
## 3.696201e-05 2.262005e-04 5.641621e-06 6.846111e-06 9.633188e-05 
##         3287         6132         3826         5536         7412 
## 1.834012e-05 7.462065e-05 1.422809e-05 1.476351e-04 1.637646e-05 
##         5653         1023         4976          944         3853 
## 2.199553e-05 9.704881e-06 4.387268e-05 4.123997e-04 2.983754e-04 
##         3357         2665         3456         3654         2473 
## 1.196213e-04 2.561450e-04 1.609412e-04 1.726108e-05 7.320749e-04 
##         8379         6348         5813         9127         5788 
## 3.114063e-08 3.921239e-04 1.148602e-04 3.153526e-05 8.664133e-04 
##         8502         9307          736         6399         2831 
## 4.207365e-04 7.552006e-08 1.898616e-05 9.911885e-04 4.070782e-04 
##          347         9372         4853         5515         2798 
## 2.593039e-06 2.472122e-04 2.987592e-05 5.412942e-04 1.128291e-07 
##         5419         8465         6823         4639         9544 
## 5.136540e-05 5.466987e-05 4.977009e-05 6.618830e-05 2.739030e-04 
##         3223         4920         9640         6492         4757 
## 3.138454e-05 1.052753e-05 5.649487e-06 3.867936e-04 6.357171e-04 
##         3266         5219         6575         1473         4885 
## 2.771133e-04 1.143314e-04 3.890867e-05 3.934496e-06 1.982832e-05 
##         7299         3222          332         2465         2829 
## 1.582028e-04 6.079317e-06 9.615141e-05 5.671284e-04 1.367176e-03 
##          932         3551         7337         7553         6769 
## 5.799715e-04 6.115557e-06 1.925464e-05 2.748126e-04 5.212704e-05 
##         7272         3576         5310         4662         7701 
## 2.725419e-04 4.375782e-04 3.440451e-04 2.580013e-04 5.233665e-06 
##         2720         6584         9076         4971         9573 
## 7.399825e-05 3.675410e-06 1.498498e-04 6.560944e-05 6.744350e-05 
##         2062         8735         8181         3378         9194 
## 2.754877e-06 6.025387e-05 1.404796e-04 1.712302e-05 3.392982e-04 
##         9314         2353          628         3863          201 
## 2.771053e-04 1.056773e-07 9.582643e-05 1.063479e-04 9.914411e-05 
##         9631         7860         3425         6311         2344 
## 6.615877e-06 4.447788e-04 8.734370e-05 4.414976e-07 2.125165e-04 
##         8569         5718         7281         5725         2474 
## 2.746141e-06 1.417671e-05 9.686208e-05 5.163809e-04 1.366128e-06 
##         7140          788         9730         3953         7930 
## 2.161335e-05 1.743376e-05 2.477349e-05 1.525692e-05 5.781337e-05 
##         3404         7126         4704         3968         7884 
## 1.386164e-07 1.093478e-04 4.585465e-05 3.810552e-04 4.076408e-04 
##         3334         5460         6433         9218         3571 
## 4.347650e-04 5.284715e-05 3.293958e-04 1.317897e-04 9.527671e-05 
##         8386         1643         4065         3164         3667 
## 4.312074e-04 1.457196e-04 4.722458e-04 1.315184e-05 2.085750e-04 
##         6868         3146         8227          116          723 
## 2.231749e-06 6.835774e-05 1.921673e-04 7.580666e-06 4.234564e-05 
##         5737         4436         9647         1646         6842 
## 1.284893e-05 1.055195e-03 8.747006e-05 2.047767e-05 2.541395e-04 
##         9565         2903         3048         3474         7396 
## 1.261009e-04 4.580634e-04 3.475437e-05 2.219114e-06 2.059477e-05 
##         1758         8039         7885         3217         8136 
## 5.171344e-04 3.983598e-05 2.061064e-04 3.394656e-05 3.905365e-05 
##         1520         7785         4442         1413         7032 
## 2.634385e-05 4.410914e-04 1.112983e-03 3.260731e-05 2.608391e-07 
##         5427         2265         8269         5244         6056 
## 5.620531e-05 5.808476e-05 6.337817e-05 6.209377e-05 9.418953e-05 
##         1313         4846         8771         1749         8702 
## 2.241290e-04 4.664465e-04 3.128665e-06 6.482570e-04 7.338944e-04 
##         4588         6164         2828          818         7597 
## 1.124060e-05 1.882271e-07 4.286977e-05 2.242723e-04 1.588731e-04 
##         6548         4316         3936         4742         6816 
## 8.134498e-05 9.110167e-06 2.381767e-04 8.101606e-05 2.254201e-04 
##         3117         5331         8067         9501         6408 
## 1.828025e-06 1.061411e-04 9.474163e-05 3.962023e-04 1.209483e-03 
##         3108         4173         6838         5954           88 
## 3.843732e-05 2.559539e-04 1.024191e-04 5.579479e-04 1.166888e-04 
##         9130         8475         6947         6945         3438 
## 1.964290e-05 9.476910e-04 4.502542e-04 6.565343e-11 3.436807e-04 
##         1399          708         5873         2644         9025 
## 1.954774e-06 1.685121e-05 7.051406e-06 4.622489e-04 2.124632e-07 
##         4384         4793         9535         7830         9022 
## 1.619318e-03 5.545316e-05 1.393242e-04 4.449685e-04 3.762727e-05 
##         4637         5501         4903         9658         9323 
## 2.718699e-05 5.395911e-04 4.523016e-04 2.033030e-06 1.125946e-04 
##         3614         3392          402         2647         7060 
## 3.274774e-06 2.529466e-06 4.602290e-05 5.064602e-05 1.432302e-04 
##          444         2068         2629          245         4404 
## 2.936590e-05 7.309880e-05 8.099788e-05 5.930389e-04 1.568326e-04 
##         5910         3301         4106         4880         8123 
## 3.402839e-04 2.732873e-04 5.720939e-04 1.757553e-04 1.633910e-04 
##         5754         4859         1101         6594         7294 
## 6.714719e-04 1.349733e-04 9.468454e-05 5.769685e-04 2.514461e-04 
##         3557          696         5675         9170         2361 
## 1.620596e-04 3.568526e-05 1.360804e-05 1.784056e-04 3.677500e-04 
##         5003         8810         2300          821         4743 
## 4.859405e-05 1.527859e-04 2.918094e-04 1.364550e-04 1.467875e-03 
##         2219         7982         7825         5976         5913 
## 3.953357e-04 6.135265e-04 1.528712e-04 1.045834e-05 9.668472e-06 
##         5707         8700         7908         4517         7163 
## 2.046162e-04 3.133707e-05 4.342571e-05 6.630331e-05 2.229470e-04 
##          940         8715         9743         2879         4678 
## 2.372838e-05 3.027220e-04 1.170837e-05 3.075925e-04 2.493586e-07 
##         4587         1421         2401         2185         2440 
## 5.764964e-06 2.328975e-06 2.167415e-04 5.529502e-04 6.617989e-04 
##         3148         6209         3201         2851         8503 
## 1.651682e-04 4.730381e-05 9.324585e-07 9.170613e-06 5.762803e-05 
##         5380         6325          803         5258          957 
## 1.277631e-04 6.491296e-04 3.230613e-05 2.823894e-05 2.323334e-04 
##         7764         2563         1683          729         5274 
## 1.772955e-07 3.033054e-05 2.968071e-06 9.300509e-05 5.146038e-06 
##         3493         2358         6586         6944         1864 
## 3.427376e-04 6.195725e-04 1.501946e-04 2.290475e-04 1.301375e-05 
##         6905         1166         7061         4933         7305 
## 4.053362e-05 1.661048e-04 1.216290e-04 1.177636e-05 4.614350e-07 
##         5606         6929         9148         3711         6107 
## 1.692453e-06 9.297761e-04 2.825005e-06 1.586791e-05 5.955482e-07 
##         9446         7367         6092         2991         8953 
## 6.033128e-05 2.616183e-05 4.903449e-06 1.476032e-05 2.709947e-04 
##         5756         1116         4076         4541          931 
## 3.095788e-05 7.729045e-05 6.402531e-05 5.475357e-04 1.307735e-05 
##         3292         2066         5619         6698         5516 
## 6.185064e-04 2.237554e-06 1.820078e-04 2.363543e-04 1.712979e-04 
##         1250         3365         6763         1949         5148 
## 2.867325e-04 5.691161e-05 3.552429e-05 4.909900e-09 1.865031e-05 
##         3495          663         3581         7520         9259 
## 1.650176e-04 1.469067e-06 5.183082e-07 8.829396e-06 8.328805e-04 
##         5086         8587         7469         4003         6753 
## 1.946722e-04 2.115628e-04 5.744251e-05 2.241873e-06 2.413087e-04 
##         4630         5007         9976         5744         8558 
## 1.413250e-04 1.024536e-03 1.138863e-04 2.928182e-07 1.519537e-04 
##         5005         5584         2867         5519         9070 
## 4.061692e-05 9.256413e-05 2.649680e-04 4.625117e-05 1.758638e-04 
##         4392         2975         3435         4476         8164 
## 1.683896e-05 1.934470e-04 9.007808e-09 3.074954e-06 9.628019e-05 
##          608         7626         2492         1960         1986 
## 1.128023e-04 4.585406e-06 3.422661e-05 9.196679e-05 1.614142e-04 
##         6963         1258         2928         8155         1237 
## 1.790610e-04 1.850666e-04 3.846769e-04 4.167498e-05 8.189842e-07 
##         5622         5874          553         3742         7987 
## 7.333210e-05 1.993390e-08 4.728994e-04 6.198447e-05 6.707210e-05 
##         8627         7413         8049         1404         4666 
## 8.533543e-08 2.090061e-04 3.595624e-07 3.472727e-05 2.777530e-06 
##         8316         5858         5054         4537         6157 
## 1.006787e-05 9.513562e-05 1.003998e-05 1.600029e-05 2.747088e-05 
##         1141         1811         1931         8341         4899 
## 8.644625e-04 4.997465e-05 5.260081e-05 1.523443e-04 2.513084e-05 
##         9320         3399         4284          660         4070 
## 5.670089e-05 1.304482e-04 2.780586e-05 3.144297e-04 7.303194e-05 
##         2396         6638         7314         5350         7841 
## 2.986402e-04 3.285148e-04 1.504235e-04 1.100475e-05 1.968418e-03 
##         6863         1555         1909         2003         8531 
## 7.859727e-06 6.028325e-05 2.276895e-04 4.177823e-04 7.475583e-07 
##         2477         9037          872         1387         3613 
## 5.462131e-04 6.264475e-04 3.397835e-04 1.584677e-03 1.240443e-04 
##         8195         5759         1677         5878         2241 
## 8.236532e-07 2.185449e-05 3.764111e-04 3.130678e-04 6.599529e-05 
##         6354         1494         7403         2010         4872 
## 2.285972e-07 5.075931e-06 2.074508e-04 1.129474e-05 5.775096e-04 
##         4804         4598         7953         1694         7247 
## 7.806405e-06 1.193062e-04 2.660226e-06 1.300268e-04 6.358606e-04 
##         1490         9860         3594         3905         6313 
## 5.485302e-04 8.201843e-05 1.014364e-05 3.167728e-04 2.047964e-05 
##         9302         9771          635         9559         1127 
## 2.447330e-06 1.387385e-05 5.512292e-05 1.365128e-04 1.168402e-05 
##         1177         9044         5068         1777         8964 
## 1.353136e-04 4.822601e-05 1.633305e-09 1.264290e-04 1.015437e-07 
##         1847         6088         8971          787         5309 
## 2.896393e-04 1.834971e-06 6.076412e-07 9.335877e-05 2.393702e-04 
##         2840         2387         2846          909         7938 
## 2.255620e-04 5.345127e-05 2.938671e-04 1.442263e-04 1.488042e-04 
##         1282         6071         4040         2199         5705 
## 1.203684e-04 7.300482e-06 2.740375e-04 3.541968e-05 4.556294e-05 
##         2873         7430         4760         5879         5981 
## 5.293628e-05 4.126272e-04 6.912228e-05 9.512697e-04 3.477408e-04 
##         7922         4233         3003         8204         3735 
## 1.565954e-04 5.747157e-06 1.726061e-04 3.379997e-04 4.579679e-05 
##         2125         1223         3794         2053         5688 
## 8.399018e-06 1.340133e-04 2.947801e-04 1.432807e-04 4.173281e-05 
##         2612         4633         9706         8176         4538 
## 1.021296e-04 1.232770e-04 1.271345e-04 2.562976e-04 1.320031e-06 
##         3535         6894         5042          747         4514 
## 3.955573e-05 4.865093e-04 7.487021e-05 2.349747e-04 2.638091e-07 
##         8295         7056         2993         3597         8857 
## 3.499319e-04 4.367955e-04 3.245884e-06 8.035696e-06 6.981808e-05 
##         1682         9910         7017         6673         4710 
## 1.881901e-05 1.632340e-04 1.937465e-04 8.831627e-05 6.227583e-05 
##         4784         9622         4378         4775         4794 
## 6.914961e-04 3.863734e-04 8.055828e-04 6.898519e-06 1.569284e-04 
##         6218         3139         9339          661         1593 
## 3.889249e-04 1.736603e-06 7.443559e-04 1.541390e-04 3.595556e-05 
##         4250         8149         7036         6857         5604 
## 2.195143e-04 2.543524e-04 1.598768e-03 2.181145e-04 6.277683e-05 
##         7756         9782         4559         7414         8152 
## 1.511148e-04 3.409721e-04 1.011310e-04 1.849951e-06 9.407847e-05 
##          119         3970         6536          637         4697 
## 1.828170e-04 2.034624e-04 1.694230e-05 1.197038e-07 3.384410e-05 
##         8694         1373         4589         8309          929 
## 1.614576e-04 2.002360e-04 3.061646e-04 2.169705e-04 4.714728e-04 
##         8666         2983         9523         7236         5611 
## 3.842856e-05 1.428083e-04 8.897399e-05 6.690312e-07 6.421744e-06 
##         6498         3820         3023         6723         3218 
## 1.369706e-04 1.729564e-04 1.250172e-04 2.385164e-05 2.614774e-04 
##          514         7146         4809         1296         6436 
## 1.091512e-04 2.833943e-04 4.878502e-05 6.269577e-06 2.706844e-04 
##         2214         2095         9144          603         7574 
## 1.280008e-04 2.150216e-04 4.054424e-05 9.809343e-05 3.431185e-04 
##         8446         6225         9156         3155         5014 
## 2.641125e-04 4.399667e-04 3.330037e-04 8.640941e-05 3.605797e-04 
##         2328          754         8038         8498         3994 
## 1.040717e-04 1.132538e-03 1.334132e-06 1.608084e-04 6.268108e-06 
##         9250         9478         6148         6726         6969 
## 2.551137e-04 5.110143e-05 1.782331e-05 3.958324e-04 3.280350e-05 
##          324         3974          215         3876         3245 
## 1.343957e-04 1.723568e-04 1.280619e-05 2.757011e-04 2.464441e-05 
##         1712         4347         9495          548         1368 
## 9.258019e-05 3.348479e-05 5.577389e-05 1.978053e-04 2.805517e-04 
##         8337         6208         2166         5159          701 
## 1.145598e-06 1.303994e-06 3.065123e-04 6.193872e-08 2.323520e-05 
##         5188         9550         1549         4529          140 
## 3.279388e-05 1.695106e-04 2.601023e-05 3.942838e-05 2.430798e-04 
##          313         2674         2904         5205         5709 
## 7.068937e-06 3.818398e-06 3.729078e-04 4.647772e-06 2.609522e-05 
##         7455         3057          848         5364         5463 
## 3.586766e-05 4.673187e-06 9.163216e-06 7.619635e-05 1.313119e-05 
##         8223         8175         2908          784         8470 
## 2.391168e-05 2.331521e-04 1.094478e-04 7.805925e-05 3.198451e-04 
##         5299         2271         7244         5038         1402 
## 1.639726e-04 7.955625e-05 9.653639e-05 1.257763e-03 2.219740e-04 
##         5670         8845         7447         2611         1868 
## 3.183813e-05 2.369292e-05 1.224535e-04 1.017425e-05 1.182628e-04 
##         2127         5088         9914         8563         3706 
## 6.257506e-07 1.212654e-04 8.817813e-05 5.294630e-05 1.691585e-04 
##          719         6327         1089         7170         8756 
## 2.840748e-05 3.555429e-05 1.096939e-03 2.329190e-05 9.820324e-08 
##         5461         6871         3910          223         6865 
## 1.235147e-05 1.042481e-08 5.336702e-04 1.202469e-04 4.927476e-04 
##         6993         3034         6533         1448         2866 
## 1.039010e-05 3.697482e-04 2.652850e-05 1.436282e-06 6.297235e-05 
##         6810         4647         3874         3235         8507 
## 2.918187e-05 9.109844e-05 4.639427e-06 3.510648e-06 1.881803e-04 
##         5706          786         2654         3753         1309 
## 3.403717e-04 8.654718e-05 5.042817e-05 1.227578e-04 3.584229e-05 
##         1051         4370         9857         3403         9172 
## 1.938176e-04 1.834300e-04 1.683048e-04 5.759591e-05 1.266772e-04 
##         5104         8722         6710         6317         9934 
## 7.761659e-09 2.182253e-04 8.837355e-05 3.767245e-04 3.237060e-04 
##         5402         9630         3813         8249         5678 
## 1.443159e-04 1.834892e-04 5.089876e-06 1.994993e-05 5.237005e-05 
##         9875         2079         9315         5730         8243 
## 1.643527e-05 7.140809e-05 1.075530e-06 7.689591e-07 5.296691e-05 
##         2124         1239         3055         3729         3491 
## 7.176213e-04 8.363895e-05 1.363242e-05 3.172393e-06 1.628220e-05 
##         4453           54         8633         7245          827 
## 7.456692e-05 9.945001e-04 5.091525e-05 3.014419e-06 7.571358e-04 
##         4883         2738         9739         9175         8834 
## 7.844561e-07 2.338075e-05 6.804698e-05 4.306209e-04 6.109521e-06 
##         3253         9963         5838         3674         1274 
## 4.334273e-09 7.509075e-05 1.647496e-04 1.214989e-04 1.231871e-03 
##         6953         5438          999         2149         8876 
## 8.620744e-05 3.198255e-04 1.450350e-06 2.165429e-05 5.870559e-07 
##         4010         5960         1506         4050         9528 
## 3.740705e-04 1.481012e-03 6.858133e-06 5.251055e-05 1.626933e-06 
##         3995         8758         3964          814         8392 
## 3.572517e-05 8.222166e-06 1.219808e-06 3.183139e-04 8.683031e-05 
##         8089         5774         1848         4278         6055 
## 4.201854e-06 9.141244e-05 1.503550e-04 4.568384e-04 2.892304e-04 
##          230         8275         7669         4500         9815 
## 2.015763e-05 8.469175e-05 1.056304e-06 8.123688e-06 2.663083e-05 
##         2369         1678         9633         1881         4220 
## 1.138024e-05 1.309802e-04 5.332276e-04 6.783058e-04 7.905445e-04 
##         3225         7067         8786         7009         4107 
## 3.794004e-05 1.285088e-04 1.026647e-04 3.088706e-05 1.674089e-04 
##         3534          600         3143          149         3254 
## 8.003044e-05 2.591340e-04 9.587359e-06 6.290080e-04 5.943267e-05 
##         2525         3707          752         7976         4727 
## 3.315928e-06 1.500916e-05 3.117181e-05 9.249471e-05 1.117119e-04 
##           14         4682         2496         1813          267 
## 4.827392e-06 1.024961e-04 1.296408e-04 1.091029e-05 1.419842e-05 
##           99         8567          535         8778         1422 
## 6.409927e-05 1.995000e-04 6.207960e-06 1.661669e-03 2.593254e-05 
##         7002         6099          168         2220         8488 
## 2.825569e-06 3.985772e-05 1.027218e-04 1.160820e-05 1.518237e-06 
##         4719         8800         9799         6167         8923 
## 2.624774e-04 7.349406e-05 7.170810e-07 1.466080e-04 3.672619e-05 
##          847         7784          203         5388         8640 
## 7.025837e-05 1.432827e-04 6.304879e-05 1.048511e-05 5.671344e-04 
##         1735         8021         8012         7925          141 
## 2.822888e-04 4.445829e-05 1.691614e-04 9.446382e-05 1.851935e-04 
##          154         5986         5852         4472         3332 
## 9.485695e-06 2.519294e-05 6.462081e-04 1.211900e-04 2.831878e-04 
##         8126         7870         4335         5475         2253 
## 4.835492e-06 5.630756e-05 1.048771e-04 3.535759e-05 1.103742e-04 
##          539         2056         8248         9131         6846 
## 1.576431e-06 1.902024e-06 9.944154e-07 8.011211e-04 4.547995e-04 
##          766         1591         7186         3180          104 
## 1.098176e-04 7.006094e-04 1.344084e-04 3.556259e-06 2.696493e-04 
##         7399         1003         3647         2902         9409 
## 1.210380e-04 2.480162e-05 1.195332e-05 3.355000e-06 1.774905e-04 
##         5392         4941         1819         5698         7759 
## 1.385453e-04 5.337995e-04 1.763573e-05 1.217079e-05 7.068131e-05 
##         1122         8097          293         7716         1450 
## 3.603356e-04 4.000091e-07 2.695469e-04 5.624768e-05 2.144113e-05 
##         6940         1556         1670         3261         9800 
## 8.544425e-04 4.079635e-04 8.937263e-06 2.032755e-05 1.864765e-07 
##         2982         1352         6727         2884         6918 
## 2.729118e-04 1.459107e-06 8.666715e-04 7.142166e-05 5.122573e-05 
##         1489         6156         9778         2347         3778 
## 4.877838e-04 5.034555e-04 3.654923e-06 1.311778e-04 5.364597e-07 
##          187          461         7509         9754         7750 
## 1.266493e-05 3.235428e-05 7.762002e-05 1.456717e-03 1.615870e-05 
##         1004         6428         5176         2933         6699 
## 5.920510e-05 1.979630e-04 5.003345e-04 5.863412e-05 3.867914e-04 
##         9072         2029         8631         7105         6778 
## 3.350222e-06 1.436798e-04 5.275791e-04 3.835349e-05 4.151160e-05 
##         6193         2723         8650         2544         1589 
## 6.244436e-04 2.862420e-04 5.772612e-06 2.364677e-04 4.571871e-04 
##         9110         1132         9801         2713         8999 
## 1.354270e-04 6.540770e-06 6.213261e-05 3.352030e-05 4.122154e-06 
##         2308         8853         3568         7773         2934 
## 1.145231e-04 2.116616e-04 7.391059e-04 2.129171e-04 1.262334e-04 
##         6397         7523         5496         7980         8358 
## 6.868473e-05 1.945826e-05 4.332403e-05 1.188926e-04 6.960507e-05 
##         3176         2819         3331         7848         9018 
## 1.643682e-05 5.418407e-05 1.246845e-03 5.713876e-05 8.981240e-05 
##         3598          560         8522          485         4604 
## 1.522967e-05 1.529745e-04 6.772133e-06 5.991757e-06 2.949681e-04 
##         7020         8746         4956         5270          582 
## 7.524632e-06 7.833620e-05 5.434408e-05 4.590360e-04 6.456801e-04 
##          700         7847          403         7556         6844 
## 1.204940e-04 1.076579e-03 1.550534e-05 1.293687e-03 7.283934e-04 
##         8349         5712         3943         3025         6746 
## 1.260391e-04 6.953142e-08 7.528464e-05 3.038472e-04 6.378501e-06 
##         1046         8025         3770         9390         9589 
## 2.150742e-04 2.287848e-04 7.378981e-05 4.725439e-08 7.862502e-05 
##         5510         3604         7805         9697         6172 
## 5.866906e-06 2.535068e-04 3.293329e-05 5.196671e-04 2.383933e-05 
##         1552          624          115         5691         1474 
## 4.084459e-05 1.888575e-05 1.237779e-05 1.640310e-04 5.794544e-06 
##         5129         4597         6452         1981          857 
## 5.672233e-05 6.822387e-05 2.997369e-05 5.170225e-08 4.896339e-04 
##         8332         8068         7779         7513         1793 
## 1.833555e-04 6.551781e-04 1.714059e-05 2.650837e-05 2.663175e-04 
##          564         9397         4454         7994         7357 
## 2.092646e-04 1.945506e-04 2.606610e-05 1.697679e-04 1.856005e-06 
##         6925         9610         5538         4078         8294 
## 5.265032e-04 8.004280e-04 9.413117e-05 1.087404e-05 2.426379e-05 
##         2702         6682          373         7496         4343 
## 3.536914e-05 7.754664e-05 3.116506e-04 5.661073e-04 3.591388e-04 
##         5127         1325         2716         9903         9957 
## 2.081863e-04 7.406316e-04 9.823181e-05 1.722610e-04 3.862591e-04 
##         8527          592          997          323         4580 
## 2.548575e-05 3.400636e-05 1.089215e-04 2.786168e-04 2.740988e-05 
##         4352         5184         3512         4375         2953 
## 9.147247e-05 8.379391e-06 3.527665e-04 5.129576e-06 2.210975e-05 
##         8859          344         1093          433          769 
## 3.570190e-08 2.196732e-04 1.429724e-04 3.220837e-04 1.380017e-05 
##         6564         7849         5110          924         7342 
## 3.332153e-05 4.509798e-04 6.541802e-04 3.738567e-05 3.983891e-05 
##         3215         9124          481         9024         3731 
## 5.549033e-06 7.598053e-06 8.438143e-05 3.951884e-06 1.459213e-05 
##         6179         5551         4268         7792         8570 
## 4.160553e-05 5.889704e-05 8.934442e-05 3.621037e-05 3.690044e-05 
##         2448          253         8862         6175         5420 
## 8.514491e-05 2.067012e-08 7.949358e-05 3.494360e-05 1.176846e-04 
##         1710         6169         1105         6137         8976 
## 1.704840e-06 1.688261e-05 1.076747e-04 2.648019e-04 2.533381e-04 
##         9938         8322         7862         9381         8901 
## 6.777022e-05 4.836327e-05 1.423974e-04 3.821134e-04 8.197296e-05 
##         9091         9628         8540         6283         4916 
## 8.301978e-05 3.675037e-04 6.954102e-06 1.370837e-05 7.655662e-05 
##         2719         2001         4650         6224         8186 
## 1.393518e-06 1.646825e-06 5.704180e-05 2.935691e-05 2.156298e-04 
##         2535         5771         3956         1744         2998 
## 4.271696e-11 3.794398e-05 9.216074e-08 2.697003e-05 2.205858e-04 
##         3502          290         1884         9160         8071 
## 7.685966e-06 1.766154e-04 7.064867e-05 7.149713e-05 2.861319e-04 
##         6943          473         5525         4843         2963 
## 5.237083e-04 4.788950e-04 2.475653e-04 1.182922e-05 2.786664e-04 
##         1416         9557         1508         9455         4094 
## 7.729621e-05 7.770777e-05 1.479216e-05 3.824789e-04 4.988829e-04 
##         5549         7533         3980         2681         9900 
## 3.148362e-06 5.026937e-05 4.004962e-05 6.456678e-07 3.585722e-05 
##         4152         4628         8913         5600         9932 
## 1.521499e-04 6.836152e-08 1.129609e-04 6.201469e-04 5.568256e-04 
##         8572         2035         9424         5090         7887 
## 2.615124e-04 6.422529e-06 3.998448e-04 2.781745e-04 1.559492e-05 
##         6368         9062         5891         5687         9438 
## 1.089209e-06 1.686321e-04 2.766552e-04 8.483121e-04 8.744166e-06 
##         6948         7897         6648         3315         5495 
## 2.618926e-04 1.858855e-04 4.881503e-06 1.689676e-04 1.074609e-03 
##         1924         1557         4165         1066         3909 
## 2.523795e-05 1.384957e-04 4.616094e-05 2.560612e-04 2.669195e-04 
##         4444         3807         3666         3709         9700 
## 1.656828e-05 5.786944e-06 2.553844e-06 1.185505e-05 7.086359e-05 
##          855         1540         5616         7053         8086 
## 3.390746e-05 4.689140e-05 5.424753e-05 1.274289e-04 5.287771e-05 
##         5934         7309         1335         7411         7635 
## 1.580636e-04 1.544963e-04 1.224568e-04 3.551547e-06 1.060608e-04 
##         8104         6954         6043         1063         4523 
## 1.639501e-07 5.245543e-05 2.686966e-04 2.406413e-04 3.637544e-04 
##         8057         4134         6550         8188          412 
## 4.563144e-04 6.057504e-05 9.289419e-05 1.017440e-04 2.638936e-04 
##         8092         7487         9004         2284         3741 
## 2.783392e-04 2.247778e-05 1.135994e-04 2.106118e-06 1.496289e-04 
##         7735         8885         8380         3244         9271 
## 1.355694e-09 1.032192e-04 1.984305e-05 2.209520e-05 2.262309e-05 
##         2151         8154         3052         5369         2181 
## 1.023439e-04 3.196296e-07 3.401833e-04 1.095582e-03 3.518677e-04 
##         2729         7128         4646         4711         4533 
## 1.166995e-06 5.548187e-04 4.785097e-04 6.039574e-06 1.385469e-04 
##         3103         6324         3507         5779          815 
## 1.853832e-05 1.918986e-04 3.063644e-04 3.095255e-05 1.377550e-04 
##         6151         9657         5828         7264         3382 
## 6.481795e-06 5.770137e-04 1.142666e-07 1.199216e-05 4.558271e-04 
##         7480         1425         1573         7120         1197 
## 1.741364e-04 7.710063e-05 1.656910e-08 6.858046e-06 1.430970e-04 
##         3192           25         3916         7836         6559 
## 8.381568e-04 3.730456e-05 1.202780e-05 6.678099e-04 3.967543e-05 
##         7745         3759         1544         4651         5167 
## 1.294382e-05 4.174546e-06 1.751465e-04 1.713996e-05 5.209211e-05 
##         9450         3689         5100         2210         8291 
## 3.002896e-04 8.505702e-06 1.017202e-04 1.203905e-04 2.753648e-06 
##         4491          853         5035         5206          779 
## 1.656688e-05 1.297806e-04 1.569835e-04 4.981528e-06 1.253492e-03 
##         8391          856          110         8325         1536 
## 2.643032e-05 5.318022e-05 6.226630e-04 4.363782e-05 1.348202e-05 
##         7717          389         7694         7171         1326 
## 5.481957e-05 1.287865e-03 1.752086e-04 1.414260e-04 2.266147e-05 
##         1928           90         2406         5046         5672 
## 2.529324e-04 3.337934e-05 5.519051e-04 5.326437e-05 4.505165e-05 
##         5153         7981         7776         7421         3199 
## 3.714604e-04 1.046357e-06 5.797491e-05 1.628151e-03 8.080276e-04 
##         5409         1660         2820         3407         7417 
## 1.194309e-04 2.318456e-04 5.050274e-04 1.254252e-04 4.200871e-05 
##         2974         8753         4674         1748         1950 
## 2.951069e-04 5.627834e-08 7.708257e-05 1.332879e-07 2.535553e-04 
##         5720          451          926         2032         1913 
## 1.586608e-04 4.466629e-05 3.275861e-06 3.666224e-05 1.612486e-05 
##         1027         7242         7380          865         5908 
## 2.027368e-04 1.537238e-04 1.256549e-03 3.436606e-04 2.203415e-05 
##         2470         5893         6850         3642         8238 
## 7.917672e-05 1.525987e-06 8.344377e-04 1.650247e-05 4.998574e-04 
##         4327          321         5138          246         1541 
## 9.028261e-05 8.424871e-05 6.202650e-04 5.274925e-08 1.437757e-04 
##         4601         8281         8952         9750         5173 
## 1.474972e-04 4.154373e-04 5.708642e-05 3.175356e-04 7.246203e-05 
##         9908         8642         6916         1307         9121 
## 3.072978e-04 7.800686e-09 5.080529e-05 5.928385e-06 3.450657e-06 
##         1068         9443         9078         3762         8780 
## 4.533504e-04 5.230811e-05 4.385489e-06 4.042689e-07 2.141756e-05 
##         2992         6379         2459         2649         9233 
## 3.970607e-04 4.385469e-05 4.792511e-04 4.501806e-05 1.514346e-04 
##         7258         7058         4862         8775         1854 
## 6.419056e-05 2.199504e-04 2.462100e-06 2.483007e-04 2.526031e-04 
##         3171         2273         5521         9880         4264 
## 2.480671e-05 2.013411e-04 1.787852e-04 6.562297e-05 1.389726e-03 
##         9590         8731         7638         1180         9956 
## 1.514032e-05 1.071814e-05 8.264831e-05 3.750672e-04 2.755319e-04 
##         2204         7401         3501          465         1587 
## 9.876969e-05 7.074771e-05 7.245941e-04 6.503889e-04 3.445026e-04 
##         9600         9207         4004          487         8721 
## 1.069542e-04 5.884265e-05 3.200509e-04 1.374581e-04 1.909274e-04 
##         1290         2226         2490         1801         7582 
## 2.261682e-04 2.807238e-04 5.010580e-04 1.935700e-04 1.791139e-04 
##         1608         3289         7317         8842          889 
## 7.862584e-04 1.941170e-04 7.302459e-05 1.848085e-04 4.100192e-06 
##            3         3210         3626         4910         4211 
## 4.398680e-04 1.390273e-07 7.435939e-05 6.711576e-04 1.795794e-04 
##         2402         9774          910          739         9444 
## 7.236912e-05 8.121586e-06 2.069679e-05 6.316398e-05 3.415217e-04 
##         6254         6933         3944         3061         6988 
## 1.517274e-05 1.271483e-05 4.932037e-05 4.956747e-06 3.156578e-06 
##         2083         2892         1873         6747         9874 
## 1.547820e-04 2.307777e-04 4.146480e-04 7.492497e-06 2.389979e-05 
##         5142         9206         1566         5578         7660 
## 4.744460e-04 5.635207e-05 1.275226e-04 1.183572e-04 4.886864e-05 
##         8965         7868         4439         2794         8016 
## 3.096608e-05 8.683815e-05 5.153037e-05 5.826234e-05 6.536493e-05 
##          526         6038          958         3628         4009 
## 3.296515e-04 1.352703e-05 4.237282e-05 6.281922e-04 1.041769e-05 
##         6162         1496         9222         6438         5315 
## 7.327726e-05 6.865272e-04 5.885012e-04 2.039670e-06 2.040215e-04 
##         5859         8094          870         8706         6571 
## 1.746133e-03 7.225106e-05 3.976313e-05 1.167940e-04 1.542488e-04 
##         5450          670          310         4052         4014 
## 3.080286e-04 1.858707e-05 2.840267e-05 8.792935e-05 1.483892e-06 
##          227         7515         9904         5465         8757 
## 2.339330e-04 4.579342e-05 6.484607e-04 3.157715e-05 3.183806e-06 
##         2240         1970         4035         7213         3528 
## 6.217316e-04 8.461353e-05 2.383331e-04 1.288286e-04 9.051014e-05 
##         3671         7977         8469          371          981 
## 2.209752e-05 5.536370e-04 2.644477e-04 3.028749e-04 8.642714e-05 
##         2538         5000         7393         6049         9821 
## 3.927461e-05 9.635400e-05 5.735519e-07 2.753154e-06 5.952520e-08 
##         9536         1287         5535         2268          280 
## 1.141380e-04 1.776452e-04 2.801269e-05 2.329346e-06 4.200681e-05 
##         8992         5106         3761         2679         7791 
## 1.202126e-06 4.535904e-04 3.862964e-04 3.811940e-05 6.637066e-05 
##         8301         2684           93          103         3875 
## 4.416304e-04 7.035765e-05 5.025063e-05 8.126304e-05 2.285529e-05 
##         8560         2847         4834         1185         4886 
## 1.456387e-04 9.055313e-05 5.339993e-06 1.038472e-04 1.347288e-05 
##         4722         4614         2761         9448          921 
## 4.741695e-06 2.675270e-04 3.785406e-05 2.293796e-06 3.154458e-04 
##         7920         8543         5290         9775         3249 
## 3.099843e-05 6.066224e-05 1.062238e-05 9.468561e-05 7.177542e-08 
##         3197         6473         2532         7947         3878 
## 2.976771e-04 1.457921e-05 1.946644e-05 3.536114e-05 3.084386e-04 
##         7774         7998         2156         6418         7088 
## 5.261506e-04 1.004026e-05 1.921241e-05 1.889584e-05 1.730134e-04 
##         7765         8926         3513         6942         7476 
## 9.446063e-05 5.695387e-04 4.709561e-05 2.474172e-04 4.651187e-06 
##         1310         3695         9971         6812         4773 
## 9.792776e-05 2.941323e-04 1.484063e-04 1.257510e-04 9.983895e-05 
##         9236         4406         5120         9182         6951 
## 6.741207e-05 1.081085e-03 7.118294e-05 5.010185e-05 3.010570e-05 
##         6244         6813         8699         4282         5860 
## 1.084962e-04 8.772617e-06 2.173403e-04 3.232433e-05 4.285949e-05 
##         3248         9164         7115         1029         5230 
## 1.350756e-04 3.042988e-05 6.932742e-06 4.236819e-04 6.512953e-07 
##         8589         3830         1192         5755         7829 
## 4.643450e-04 3.116749e-04 5.415466e-08 9.923134e-05 6.610962e-05 
##         9106         1006         8526          484         3738 
## 8.125211e-06 4.994803e-05 6.579623e-04 1.074236e-04 3.221755e-04 
##         8209         6094         9376         7725         5841 
## 1.485443e-04 3.680300e-04 2.504430e-04 4.884043e-06 5.042750e-04 
##         8772         2877         6427         4504         3250 
## 2.042860e-05 4.123440e-04 8.362236e-05 2.255298e-05 2.051688e-04 
##         9415         1651         9510         9270         5911 
## 5.943328e-05 3.384360e-04 7.447422e-05 6.893477e-05 1.139596e-05 
##         6501         5108         2835         7511         8879 
## 3.346641e-04 2.324249e-04 1.307377e-06 4.831263e-05 7.448673e-05 
##          298         7831         1202         8320         7321 
## 2.615925e-05 9.737530e-06 4.352273e-05 6.106500e-07 1.849289e-04 
##         9461         7858         1792         8352         2595 
## 5.583912e-05 2.015908e-04 7.235725e-05 1.231512e-05 1.500476e-05 
##         2269         9969         3321          893         9524 
## 1.139336e-03 1.340736e-07 1.034116e-04 4.200835e-05 1.582998e-04 
##         6372         4747         1232         4239         2589 
## 1.345494e-04 6.350057e-06 8.256571e-05 5.972441e-08 1.002748e-04 
##         9886         4546         9725         8996         4484 
## 5.713206e-07 9.602628e-05 3.775092e-05 1.712368e-05 1.255086e-04 
##         8777         7382         1874         3682         1016 
## 2.803284e-04 6.867079e-04 1.089071e-04 2.203198e-04 6.569731e-06 
##         5339         1697         8935         2951         7246 
## 8.552140e-05 2.080445e-07 1.149033e-04 4.924503e-04 1.011170e-04 
##         9139          869         1850         3740         2109 
## 2.214047e-04 1.792550e-05 3.302393e-05 1.289444e-05 7.731465e-06 
##         7518         6095         7995         8821         1463 
## 9.003622e-04 8.178854e-05 1.603967e-04 8.806892e-05 1.073784e-04 
##         6230         6655         4940         1114         3107 
## 4.631513e-05 3.472306e-05 2.308244e-04 7.414106e-05 7.902315e-05 
##         8235         7452         1820         1214         1851 
## 1.800339e-04 1.298987e-03 1.310810e-04 3.075937e-06 4.532775e-05 
##         8146         2067         3302         5715         5171 
## 8.014033e-05 1.341984e-04 1.032638e-03 4.296020e-05 6.811096e-05 
##         8020         7483         3459         7809         1000 
## 9.499019e-05 1.105359e-03 5.011989e-05 4.380170e-05 1.067279e-04 
##         5441         7325         7642         1957         5400 
## 8.651577e-05 4.214768e-05 3.187226e-06 3.495070e-05 3.422876e-04 
##         1134         3623          494          355         2911 
## 1.614379e-04 7.332582e-07 1.167602e-03 3.996850e-05 1.417553e-04 
##         9406          327         3901         2913         9345 
## 1.047932e-04 3.994587e-05 1.054274e-04 2.019820e-05 1.618275e-05 
##         2944         1098         9269         4813         1242 
## 7.131046e-04 1.885108e-05 1.639436e-04 9.773865e-07 5.872639e-04 
##         6873         2833         3162         9467         3869 
## 2.192697e-05 1.124367e-06 1.380114e-07 1.345765e-04 8.199789e-05 
##         3945         4248         6708         2113         2476 
## 1.646409e-04 2.452506e-05 2.802581e-04 8.369560e-04 1.366872e-04 
##         3251         7687         6805         8941         4270 
## 7.094283e-04 4.249698e-08 1.557084e-05 4.157756e-06 5.270933e-05 
##         3798         9224         4595          655         1598 
## 6.801683e-05 2.633135e-04 4.467134e-05 1.708623e-04 1.225528e-04 
##         4975         5693         6693         2514         1249 
## 1.532621e-04 7.238801e-06 5.362055e-04 9.529350e-04 4.692395e-04 
##         7286         6009         6545          297         8608 
## 1.904497e-04 2.073558e-04 4.778478e-04 4.526350e-05 5.306685e-04 
##         5191         7229         7757         5694         7391 
## 8.318720e-05 1.793247e-04 1.697558e-04 2.560580e-05 1.554207e-05 
##          362         7358         7158         3929         8340 
## 1.780305e-06 7.865446e-06 1.652534e-04 5.764876e-06 3.187443e-07 
##         3450         8508         5279         9100         1243 
## 1.691442e-05 6.655372e-04 7.295725e-05 2.329840e-05 3.167889e-04 
##         5511         4346         5796         5130         5060 
## 6.831594e-05 3.693415e-04 6.840846e-05 4.079608e-06 6.152086e-04 
##         8703         2038         5122         5208         7446 
## 4.169345e-05 7.418739e-05 1.322656e-04 8.893914e-06 2.364765e-05 
##         1700         9558         8420         6293         2971 
## 2.734876e-04 1.042907e-04 4.795726e-05 4.496639e-04 7.218930e-06 
##         5601         5458         8841         4371         7261 
## 2.383180e-04 1.445208e-04 2.848108e-05 2.245840e-05 8.354648e-05 
##         3272         1337         4967         2120         7021 
## 1.037403e-04 3.579450e-04 1.311314e-04 1.660079e-06 1.041431e-05 
##         6176         5550         9664         2548         5480 
## 1.971335e-04 2.921361e-07 2.160867e-04 1.681206e-04 4.554706e-06 
##         4056         9707         8019         2097         1887 
## 2.572323e-05 4.625389e-08 3.773785e-06 4.132745e-06 2.359039e-05 
##         5195         7955         4501         1908         2431 
## 3.720356e-04 3.403563e-07 3.501205e-05 1.102944e-03 8.665731e-06 
##         4412         8329         5226         9178         5099 
## 4.994574e-05 2.311150e-05 4.780718e-06 5.706122e-05 1.658983e-05 
##         9165         6265         8331         4680         1439 
## 1.665246e-05 3.069564e-06 5.547400e-05 5.277572e-05 1.596872e-04 
##         4006         4252         4344         5097         6398 
## 2.577393e-04 4.119230e-04 6.056053e-04 7.698300e-04 1.170424e-04 
##         5980         2334         8696         2639         2043 
## 5.392624e-05 9.682278e-05 1.210619e-05 4.026581e-04 6.741152e-05 
##         3839         8980         5454         9168         8002 
## 8.453428e-05 1.908567e-06 1.593655e-04 6.203016e-04 3.031615e-04 
##         7527         3575         5056         8691         2760 
## 1.302387e-05 4.567797e-07 2.378812e-05 7.737621e-05 5.127403e-05 
##         5951         2225         1055         2855         1481 
## 8.410430e-05 8.341678e-05 1.152219e-04 2.964834e-05 2.212266e-04 
##         6102         1453         1139         6411         7249 
## 1.106234e-04 1.939817e-04 4.700617e-06 4.300042e-04 3.932546e-05 
##         7902          742         1419         2005         8472 
## 7.669508e-05 6.451180e-05 7.117398e-06 6.791517e-07 1.483246e-04 
##         2455         5800         8083         3673         8892 
## 2.708355e-04 5.840221e-06 6.809106e-06 2.958431e-04 1.275635e-05 
##         1228         2912         4100         7882         7081 
## 9.298349e-06 3.649444e-06 2.441741e-04 1.726120e-05 3.670428e-06 
##         4869         6709         1619         2203         1794 
## 1.845094e-04 1.483524e-05 2.628350e-04 1.360200e-04 3.477749e-04 
##         2137         1420         1267         8001         7667 
## 4.617259e-08 5.683581e-07 2.747608e-06 2.474193e-06 8.173147e-05 
##         8286         5190         3453         9306          947 
## 4.254311e-04 6.755357e-05 4.196374e-04 3.390999e-04 5.218137e-04 
##         8997         7397           80         7104         2248 
## 2.089920e-04 3.660431e-04 1.934106e-04 1.213041e-04 8.494705e-05 
##         8064         8024         1207         9709         1942 
## 8.660960e-04 2.571640e-08 2.336653e-07 5.297631e-05 4.330808e-06 
##          667          650         5628         2603          466 
## 1.287251e-06 9.765261e-05 4.957058e-07 5.243893e-04 1.212175e-04 
##         7339         5111         9283         8716         7846 
## 5.741105e-04 8.066179e-06 4.515496e-04 4.746990e-05 4.064149e-05 
##         4150         8975          888         5865         7889 
## 7.511667e-05 5.855777e-05 2.520508e-04 3.962251e-04 1.346766e-06 
##          411         1272          102         2205         3178 
## 2.022543e-04 3.569097e-05 7.231259e-05 3.733999e-05 4.946226e-06 
##         5531         6238         2645         5366         7865 
## 8.453713e-05 8.717015e-05 2.536792e-04 5.154076e-05 5.368938e-05 
##         4149         4167         1849         3894         2031 
## 7.264251e-04 3.855277e-04 2.437133e-04 1.566141e-04 6.370113e-05 
##         1248          380         7370         3856          887 
## 9.050163e-06 1.177450e-11 3.111949e-04 6.682181e-05 4.026512e-05 
##         3833         3818         3257         8428         1766 
## 3.013702e-05 5.731034e-04 6.784833e-04 2.647537e-05 3.296090e-04 
##         1571         9749         3652         1136         9490 
## 2.378553e-04 6.005547e-06 1.137690e-04 1.823680e-04 6.545222e-06 
##         3283         6125         6910         4060         8500 
## 2.523709e-05 7.705146e-05 1.026526e-04 9.294447e-05 3.455005e-06 
##         1386         8747         3219         5266         7502 
## 4.523398e-06 3.409560e-05 4.440085e-05 7.340829e-05 5.812944e-06 
##         9759         7583         1514         3937         4669 
## 4.837046e-04 1.853994e-04 6.755876e-04 6.668568e-06 1.011028e-04 
##         1341         1580         6695         6078         9781 
## 1.171891e-03 7.330816e-06 2.168443e-05 3.024198e-05 5.589204e-06 
##         4634         5502         1081         2004         7098 
## 6.983900e-07 8.242906e-05 6.542840e-04 5.276436e-05 8.172785e-05 
##         7632          845         7950         1037         5053 
## 3.024547e-04 1.189548e-04 6.297139e-06 1.036706e-05 1.947540e-04 
##         2444         7880         2350         8040         9357 
## 2.624244e-04 3.176073e-06 2.934209e-05 1.881361e-06 5.113011e-05 
##         6423         1221         3705         7783         4610 
## 4.148088e-07 1.729378e-04 1.249993e-04 2.208795e-05 1.684972e-04 
##         5249          759         9986         8264          771 
## 1.635361e-04 1.430960e-06 1.446594e-04 8.418217e-05 1.743807e-04 
##         1312         8402           91         4907         1991 
## 2.645367e-05 5.404610e-04 2.508435e-05 2.723357e-04 1.493583e-06 
##         7461         3725         1075         9642         2436 
## 6.805911e-05 4.080137e-04 3.979638e-06 9.951396e-04 8.261854e-05 
##         9066         7748         7996         4266         9582 
## 6.813257e-08 1.607805e-04 8.969599e-04 1.741989e-04 6.785477e-05 
##         2621         6958         5175         8641         1937 
## 5.215066e-04 5.592918e-05 4.034831e-05 2.029856e-05 3.621577e-04 
##         9500         4566         9814         7300         2468 
## 7.485105e-04 1.654334e-04 3.581210e-06 1.385373e-05 2.391402e-04 
##         7777         5837         5273         5312         9779 
## 2.640607e-04 7.769412e-05 3.561295e-04 4.160725e-05 1.315512e-05 
##         3904         9145         7751         4937         7878 
## 7.530796e-05 4.743312e-04 1.296900e-05 7.553952e-05 1.853888e-05 
##         5354          175         5415         2363         6308 
## 6.896157e-05 5.910428e-05 2.776314e-04 8.776074e-05 7.216138e-06 
##         1034         9470         2653         2540         9158 
## 5.147280e-04 6.453321e-05 2.599632e-05 7.051593e-07 3.424342e-05 
##         6188           72         6967         8863         1394 
## 1.860674e-04 3.772942e-05 5.715958e-04 1.242746e-05 5.358664e-04 
##         1808          649         4815          388         2850 
## 1.645371e-05 1.639692e-05 4.107642e-05 1.273566e-04 5.691765e-05 
##         1681         4113          795         7758         6174 
## 1.444432e-06 2.986990e-05 1.353903e-04 2.166830e-04 1.109336e-04 
##         9458         6828         7235         3788         8884 
## 2.011456e-04 1.536160e-05 1.423890e-04 9.760003e-04 6.149161e-05 
##         7962          238         1385         5467         7078 
## 3.968500e-05 2.404706e-04 1.914428e-05 5.946246e-05 1.207409e-06 
##         7453         1080         5922         3268         6391 
## 5.436144e-05 7.427793e-04 4.111011e-05 1.562896e-04 7.009829e-05 
##         9213         7200         3903         8734         9653 
## 8.310857e-05 2.760185e-05 1.496136e-04 1.781015e-04 1.017904e-04 
##         6652         5329         3540         2430         6776 
## 2.806105e-04 1.639766e-04 1.590391e-06 6.889652e-05 9.186520e-05 
##         6037         6117         9967          778         6759 
## 3.441510e-04 1.175392e-05 5.867105e-05 5.280651e-04 1.012920e-04 
##         9864         8257         7788         4635         3500 
## 8.451090e-05 1.750061e-04 1.448276e-04 1.685204e-04 4.043497e-08 
##         6704         8112         9248         5973         9043 
## 5.353576e-04 3.920867e-04 5.415234e-06 2.486286e-07 1.146954e-03 
##         5651         8878         8914         6413         4810 
## 1.485347e-04 1.912879e-04 9.932280e-05 7.147783e-06 7.904226e-06 
##         5051         6217         3838         5306          226 
## 1.644757e-04 5.234622e-04 3.504752e-04 3.242519e-05 1.958141e-05 
##         8745         8172         3567         4394         9921 
## 1.202571e-04 5.088088e-05 9.476039e-05 1.237428e-05 2.216683e-05 
##         9219         4787         9202         2409         8122 
## 1.484486e-05 2.286885e-04 1.281051e-05 1.049165e-04 4.625533e-05 
##         1308         2989           21         4057         2875 
## 6.267298e-04 2.285299e-04 5.413528e-06 2.557916e-05 8.365534e-06 
##         9354         2233         3179          651         9088 
## 9.308384e-05 1.918215e-04 4.225406e-05 2.330507e-04 9.882734e-05 
##         2365         6935         3320         8528         4893 
## 1.080980e-04 3.699567e-05 4.274420e-05 4.934586e-05 2.837957e-05 
##         4838         7001         6731         3209         3160 
## 2.443624e-04 1.168973e-05 2.046401e-04 9.587072e-05 3.380618e-05 
##          974         2651         2638         8740          948 
## 6.969931e-05 7.366009e-05 1.512902e-04 8.782370e-04 2.046520e-04 
##         9562         8767         8584         8774         6996 
## 4.136646e-04 5.176741e-08 4.236101e-05 8.922978e-04 3.818580e-05 
##         8193         4325         9716         4286         5225 
## 2.262478e-05 6.838527e-04 6.700645e-06 2.904237e-05 8.436294e-06 
##         7614         7256         5228         3031         2498 
## 2.073822e-05 3.928575e-04 5.505055e-05 2.159166e-05 3.378491e-05 
##           60         5283         5079         3780         2965 
## 4.548989e-04 3.910908e-05 7.228705e-04 2.965747e-04 4.975240e-05 
##         9241         4136         2192         2195         5770 
## 1.000584e-03 4.227585e-08 1.178328e-05 1.386989e-04 2.111990e-04 
##         8847         2533         5940         5052         9654 
## 2.843764e-04 7.527551e-05 1.390457e-04 9.496969e-05 1.812361e-06 
##         9176         2335         8032         9023         4260 
## 6.226967e-05 3.894058e-04 8.648954e-05 2.496518e-04 2.446027e-06 
##         1692         5674         1470         1755         5381 
## 7.064291e-05 1.303662e-03 1.974831e-04 4.585687e-04 2.029290e-04 
##         5835         8893          304         5141         2168 
## 9.007912e-05 2.396290e-13 1.324385e-05 1.181350e-04 1.198594e-04 
##         7303         2364         8494         8044         4077 
## 5.148541e-04 1.318019e-05 7.035536e-05 4.546696e-05 5.132720e-05 
##         9083         4424         5804         3472         5596 
## 1.669473e-04 5.151871e-05 8.605569e-04 7.808157e-04 9.061227e-07 
##         8811         6252         1745         2770         4963 
## 3.100592e-05 9.720278e-05 4.348003e-04 5.769075e-05 1.161070e-05 
##         4171         9822         8203         6771         8593 
## 2.422341e-04 9.475732e-04 1.828894e-04 6.593561e-07 4.227674e-04 
##          447          892         8782         9410         4913 
## 2.039456e-07 1.278186e-04 1.191977e-04 8.223967e-05 9.262799e-05 
##          158         6343         9162         3379          691 
## 1.011188e-03 6.722369e-05 5.243361e-05 1.543551e-05 7.235172e-05 
##         5423         4851           18         5417         2419 
## 3.271734e-05 2.272298e-05 5.957191e-05 4.258209e-05 1.368377e-05 
##         1861         5428          392         8323         1927 
## 6.843857e-05 6.562292e-05 1.011070e-04 1.173037e-04 7.381768e-06 
##          960         4298         1019         5303         4731 
## 3.671838e-09 4.863600e-04 6.411786e-05 4.801069e-04 2.754642e-06 
##         6183         4317         2276         3069         4877 
## 4.558444e-04 3.822751e-05 9.862776e-06 3.229695e-05 2.570522e-04 
##         4889         9737         3397          404         7526 
## 3.072466e-05 2.620537e-05 2.539592e-05 3.331565e-05 2.215546e-04 
##          903         4219         3408         8574         8713 
## 1.368284e-04 4.111716e-05 1.617837e-05 3.570103e-05 5.532626e-04 
##           96         1550         3147         5103         6322 
## 2.250105e-06 2.380786e-04 4.309233e-04 6.915419e-05 4.474694e-04 
##         2737         2148         4835          137         4949 
## 9.394471e-06 7.875519e-05 6.042210e-05 8.629932e-05 6.203529e-05 
##         7360         4287         4247         9135         6566 
## 3.092779e-04 3.059630e-05 5.961196e-04 1.468812e-04 2.129407e-04 
##         5387         2413         8568         9917         4302 
## 6.474978e-05 8.657302e-05 1.704706e-04 7.541477e-06 3.177651e-05 
##         8712         5773         6264         5636         6298 
## 8.777729e-05 1.914247e-04 4.922436e-04 1.240389e-04 2.364693e-04 
##         4308         8615         4373         9568         7493 
## 7.618822e-06 5.266481e-04 1.550574e-04 1.239336e-05 2.541520e-04 
##         2162         3923         9845         8037         6130 
## 1.152340e-04 3.330661e-04 1.868244e-05 6.923680e-04 2.523874e-05 
##         2411         3758         1186         3114         7241 
## 5.187037e-05 1.272190e-04 3.973253e-05 5.901277e-05 1.800712e-05 
##         3465         3369         5335         5477         1724 
## 3.738000e-05 6.439452e-04 1.335629e-05 1.196332e-05 4.748754e-05 
##         1886         1251          472         2860         9356 
## 1.480599e-06 3.522445e-05 6.631612e-06 1.965444e-04 3.467822e-06 
##         4273          228         3941          849         3884 
## 1.189013e-05 1.697184e-05 1.555411e-04 2.885329e-04 8.037266e-05 
##         2157         3187         1047         8436         7605 
## 1.403868e-07 3.002823e-04 4.453531e-04 3.902740e-07 3.448415e-06 
##         5222         1491          942         3840          580 
## 2.603597e-04 1.348671e-03 1.613798e-04 1.026026e-04 1.461650e-04 
##         4177          334         7812         1796         7424 
## 2.524242e-04 5.451409e-05 6.956652e-05 1.202739e-05 1.912548e-04 
##         7293         8812         7197         4063         1959 
## 3.668042e-04 2.538180e-04 1.211871e-03 2.166887e-05 8.110826e-06 
##         1772         7353         5377         4932         7732 
## 4.100383e-04 2.686504e-04 2.420549e-06 6.468336e-05 1.955544e-06 
##         1652         9120         6425         5260         7867 
## 1.185609e-07 4.210658e-06 2.867313e-04 4.926068e-04 1.443059e-04 
##         6836         4319         5640         4516         1212 
## 4.857903e-05 7.741834e-05 4.349844e-05 1.532510e-04 1.042341e-04 
##         4653         4958         7010         9698         5164 
## 4.621936e-08 5.854961e-05 9.125374e-07 6.727372e-04 3.246093e-06 
##         5401         7160         1172         5605         4209 
## 4.078865e-04 2.638089e-04 7.742168e-04 2.346997e-06 5.222503e-04 
##         1875         7436          271         6028         9571 
## 1.526970e-04 1.412623e-06 2.657622e-05 4.999296e-04 3.695739e-04 
##         5359         5834         3659         5398         5069 
## 9.130007e-04 1.019912e-04 1.975999e-05 2.074855e-04 1.159362e-04 
##          714         8785         1233         4361         1837 
## 3.309771e-06 1.350620e-04 9.897516e-06 3.204400e-06 5.768893e-04 
##         6620         4388         8931         6599         1693 
## 6.609085e-05 1.355299e-04 8.516770e-04 1.397237e-06 4.827793e-05 
##         3074         3927         7034         1817         4462 
## 3.607493e-05 4.384444e-05 7.859705e-06 2.506111e-05 7.221795e-08 
##         8698         6782         7460         3782          315 
## 4.576051e-04 7.179281e-04 5.355851e-07 3.905522e-06 8.649699e-08 
##         8169 
## 6.726280e-07

Variable Selection

http://www.stat.columbia.edu/~martin/W2024/R10.pdf

Forward Selection (w/ full train)

Train

if (algo.forward == TRUE){
  t1 = Sys.time()
  
  model.forward = step(model.null, scope=list(lower=model.null, upper=model.full), direction="forward", trace = 0)
  print(summary(model.forward))
  saveRDS(model.forward,file = "model_forward.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Forward Selection: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.forward, data.train)
}
## 
## Call:
## lm(formula = y3 ~ sqrt.x18 + x7 + stat98 + stat110 + x9 + x4 + 
##     x16 + x17 + x10 + x8 + stat14 + stat41 + x21 + x11 + stat4 + 
##     stat26 + stat54 + stat187 + stat48 + stat92 + stat151 + stat172 + 
##     stat100 + stat23 + stat43 + stat214 + stat94 + stat46 + stat37 + 
##     stat13 + stat87 + x14 + stat19 + stat35 + stat45 + stat158 + 
##     stat156 + stat199 + stat33 + stat70 + stat207 + stat204 + 
##     stat25 + stat22 + stat144 + stat38 + stat146 + stat3 + stat60 + 
##     x12 + stat89 + stat10 + stat175 + stat141 + stat161, data = data.train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -21.908  -6.131  -1.780   4.446  69.908 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  9.041e+01  2.393e+00  37.783  < 2e-16 ***
## sqrt.x18     7.294e+00  2.669e-01  27.330  < 2e-16 ***
## x7           3.162e+00  1.809e-01  17.480  < 2e-16 ***
## stat98       1.013e+00  6.912e-02  14.649  < 2e-16 ***
## stat110     -9.391e-01  7.033e-02 -13.351  < 2e-16 ***
## x9           9.663e-01  9.422e-02  10.256  < 2e-16 ***
## x4          -1.337e-02  2.561e-03  -5.223 1.82e-07 ***
## x16          2.918e-01  6.095e-02   4.788 1.73e-06 ***
## x17          3.917e-01  9.239e-02   4.239 2.28e-05 ***
## x10          3.212e-01  8.731e-02   3.679 0.000236 ***
## x8           1.333e-01  4.209e-02   3.166 0.001551 ** 
## stat14      -2.198e-01  6.954e-02  -3.160 0.001585 ** 
## stat41      -1.813e-01  6.994e-02  -2.592 0.009572 ** 
## x21          3.383e-02  1.199e-02   2.822 0.004793 ** 
## x11          5.408e+07  2.092e+07   2.585 0.009754 ** 
## stat4       -1.955e-01  7.082e-02  -2.761 0.005781 ** 
## stat26      -1.697e-01  7.026e-02  -2.416 0.015728 *  
## stat54      -1.698e-01  7.079e-02  -2.399 0.016468 *  
## stat187     -1.670e-01  7.026e-02  -2.377 0.017476 *  
## stat48       1.446e-01  7.101e-02   2.037 0.041737 *  
## stat92      -1.339e-01  7.059e-02  -1.897 0.057912 .  
## stat151     -1.410e-01  7.093e-02  -1.988 0.046860 *  
## stat172      1.329e-01  7.037e-02   1.888 0.059013 .  
## stat100      1.595e-01  7.040e-02   2.265 0.023538 *  
## stat23       1.475e-01  6.966e-02   2.118 0.034247 *  
## stat43      -1.483e-01  7.055e-02  -2.102 0.035618 *  
## stat214     -1.449e-01  7.018e-02  -2.065 0.038991 *  
## stat94      -1.458e-01  7.046e-02  -2.069 0.038628 *  
## stat46       1.353e-01  7.050e-02   1.919 0.055011 .  
## stat37      -1.323e-01  7.087e-02  -1.867 0.061954 .  
## stat13      -1.357e-01  7.014e-02  -1.934 0.053127 .  
## stat87      -1.361e-01  7.068e-02  -1.926 0.054127 .  
## x14         -1.558e-01  9.169e-02  -1.700 0.089271 .  
## stat19       1.212e-01  7.031e-02   1.724 0.084739 .  
## stat35      -1.160e-01  7.058e-02  -1.643 0.100364    
## stat45      -1.319e-01  7.010e-02  -1.882 0.059947 .  
## stat158     -1.094e-01  7.132e-02  -1.534 0.125052    
## stat156      1.204e-01  7.064e-02   1.705 0.088273 .  
## stat199      1.204e-01  6.977e-02   1.726 0.084460 .  
## stat33      -1.172e-01  7.010e-02  -1.671 0.094699 .  
## stat70       1.315e-01  6.994e-02   1.880 0.060136 .  
## stat207      1.217e-01  7.043e-02   1.729 0.083910 .  
## stat204     -1.196e-01  6.990e-02  -1.710 0.087263 .  
## stat25      -1.149e-01  7.022e-02  -1.636 0.101836    
## stat22      -1.152e-01  7.066e-02  -1.631 0.102932    
## stat144      1.057e-01  7.007e-02   1.509 0.131337    
## stat38       1.128e-01  7.039e-02   1.602 0.109216    
## stat146     -1.119e-01  7.088e-02  -1.579 0.114324    
## stat3        1.065e-01  7.031e-02   1.514 0.130045    
## stat60       1.138e-01  7.034e-02   1.618 0.105814    
## x12         -8.273e-02  5.316e-02  -1.556 0.119704    
## stat89      -1.084e-01  6.997e-02  -1.549 0.121395    
## stat10      -1.033e-01  7.071e-02  -1.461 0.144074    
## stat175     -1.035e-01  7.046e-02  -1.468 0.142078    
## stat141      1.011e-01  7.001e-02   1.445 0.148626    
## stat161      1.003e-01  7.071e-02   1.419 0.155930    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.401 on 5946 degrees of freedom
## Multiple R-squared:  0.236,  Adjusted R-squared:  0.229 
## F-statistic:  33.4 on 55 and 5946 DF,  p-value: < 2.2e-16
## 
## [1] "Time taken for Forward Selection: 2.17501091559728"

## [1] "Number of data points that have Cook's D > 4/n: 280"
## [1] "Number of data points that have Cook's D > 1: 0"
##         2689         2932          173         4452         7385 
## 1.087513e-04 1.463362e-05 1.001286e-05 4.241730e-04 4.401662e-04 
##         9881         3952          756         9468         8265 
## 1.004612e-04 5.509666e-05 3.187433e-04 1.309107e-04 2.266537e-04 
##         7775         3239         5947         2569         8467 
## 2.691584e-06 1.310655e-05 4.315783e-05 9.489196e-04 2.659074e-05 
##         7082         5633         3086         5522         4138 
## 2.559434e-06 1.037786e-06 1.806729e-05 5.448409e-06 8.701204e-07 
##         2063         8461         4679         7746          427 
## 3.047791e-05 8.256194e-05 9.216213e-07 1.148647e-04 9.475194e-06 
##         3969         3017         7362         2616         3755 
## 1.414306e-06 1.291488e-06 1.909557e-04 2.626489e-04 2.414668e-04 
##         4718         8312         3452         6027         3293 
## 2.109043e-04 5.676526e-05 1.099863e-05 6.474206e-05 5.735727e-07 
##         3639         5815         2208         7079         2625 
## 1.485814e-05 1.373470e-05 6.206363e-04 6.621525e-05 5.099844e-05 
##         3341         1938         9416         2433         1432 
## 1.666065e-05 1.430575e-07 3.749981e-05 1.698697e-04 7.608247e-05 
##         8296          167         9527         5785            7 
## 7.391478e-05 1.562447e-05 7.151549e-06 3.539588e-05 9.882599e-04 
##         9962         5854          143         2754         4668 
## 3.662698e-04 5.059034e-05 2.563059e-04 1.523573e-04 8.307569e-07 
##         2752         6784         4555          611         5716 
## 2.175502e-04 5.529033e-05 7.504567e-05 5.712780e-04 2.163599e-06 
##         1086         8052         9675          950         2339 
## 1.770725e-06 3.756827e-05 1.535031e-04 1.104872e-04 4.141515e-05 
##          352         2155         5945         9245         2909 
## 5.272431e-05 2.822643e-04 9.192852e-05 2.960076e-05 6.705995e-05 
##         5238         7521         8596         4129         2669 
## 1.249942e-04 7.001345e-05 9.642141e-06 3.500031e-04 3.391078e-05 
##         5919         2016         8599         3309         1958 
## 1.556463e-04 2.182683e-04 5.162898e-05 5.336368e-05 8.609408e-06 
##         1438         2206         6261         6462          623 
## 2.104043e-04 2.040512e-04 2.130642e-03 4.590035e-04 2.625850e-05 
##         6643         1673         5777         8908         7184 
## 2.104558e-05 5.185820e-04 2.329139e-04 5.185218e-05 1.819674e-05 
##         2943         6118         8711         2104         2082 
## 1.101218e-06 9.073843e-05 1.310164e-03 6.150510e-05 3.297758e-04 
##         2663           67         1458         9256         5808 
## 1.879753e-04 1.070684e-04 2.230635e-05 1.147618e-05 2.195741e-05 
##         1017         6976         5582         1371         8657 
## 2.054340e-05 4.148074e-05 3.077972e-08 2.143176e-04 2.748415e-05 
##         2085         8652          438         5379         7528 
## 5.285997e-04 1.775569e-05 1.661822e-06 1.020989e-05 2.756868e-04 
##         1679         8994         2196         2956         3982 
## 1.457240e-04 1.598614e-04 6.809617e-06 2.309924e-05 8.363945e-05 
##          586         4827         9197         2918         4522 
## 1.491104e-03 1.236129e-04 1.607211e-05 8.290919e-06 2.119535e-04 
##           17         4012         4051         1395         1542 
## 9.564994e-05 6.550404e-06 8.914058e-05 2.573114e-04 7.147998e-07 
##         7802         7192         3690         7044         7072 
## 7.550093e-05 2.807031e-05 1.727837e-04 4.606402e-07 1.704500e-05 
##         4985         6191          816         6005          311 
## 7.061507e-05 1.072620e-05 1.052229e-04 3.238365e-04 1.911658e-04 
##         8448          550         7601         4753         1663 
## 6.540185e-06 1.010115e-03 4.148137e-04 1.220158e-04 1.209085e-06 
##         5955         7307         2575         5151         7969 
## 8.224556e-04 4.544250e-05 6.342897e-05 3.868892e-04 3.039653e-07 
##         4819         7942         1786          319         8423 
## 3.338761e-05 1.822288e-06 2.086091e-04 1.046341e-03 2.054074e-04 
##         5697         7027         3073         9669         1720 
## 1.097464e-04 4.074050e-05 5.493289e-06 2.893104e-06 2.511354e-05 
##          400         1210         4441         3060         2734 
## 1.498861e-03 1.900839e-04 1.896903e-04 1.150087e-04 1.453448e-04 
##         6687         5231         2311         7499          629 
## 2.067156e-08 1.105724e-04 2.575472e-05 2.706130e-06 7.053710e-06 
##         5658         3622         4591         3699          964 
## 1.068860e-04 1.066512e-04 3.776513e-04 1.963307e-06 1.665853e-04 
##         6177         8861          689         4206         5004 
## 6.942244e-05 5.246053e-05 4.157558e-06 1.241150e-04 1.085856e-04 
##         5906         7834         6096           51         5683 
## 3.002529e-05 5.175834e-06 6.735731e-05 3.839939e-05 4.790735e-05 
##         5307         6700         2061         1839         8960 
## 1.932546e-05 2.918970e-07 1.524379e-05 5.246800e-05 3.004213e-04 
##         5074         5482         6212         9973         4139 
## 1.457336e-04 4.219635e-05 6.477545e-05 8.961101e-06 2.325877e-03 
##         2755         7108         8983         1466         3097 
## 8.532620e-05 3.271591e-05 7.412496e-06 1.817977e-03 1.407425e-04 
##          605         1732         7466         3675         2725 
## 7.869985e-06 2.864870e-05 2.199595e-04 5.356801e-05 1.354772e-04 
##          401         5200         9727         6001           53 
## 4.016803e-04 6.710625e-06 1.800391e-06 9.795808e-05 1.663667e-04 
##         7696          349         6129         8113          891 
## 6.799029e-05 8.321225e-05 5.418123e-05 3.000028e-04 2.080070e-04 
##         9427         1611          562         8692         5552 
## 4.322293e-04 8.495581e-06 6.024941e-04 1.832738e-04 4.552810e-05 
##         8519         9812          823         8915         9784 
## 1.012224e-05 1.381561e-04 6.644620e-06 8.864494e-06 1.110277e-07 
##         4764          643         1722         7095         4748 
## 1.293740e-05 1.038629e-05 1.966436e-04 1.043072e-09 2.328031e-04 
##          222          799         1584         2362         6152 
## 9.156507e-06 3.799277e-05 1.213163e-05 1.600044e-04 1.316675e-05 
##         2499         6519         7494         7404         4205 
## 1.949801e-04 4.546193e-05 9.271192e-04 1.127062e-04 2.304467e-06 
##         4867         7645         8212         5404          530 
## 2.494520e-05 2.982482e-06 9.115457e-05 1.597310e-05 6.776227e-06 
##          283         2483         7709         4882         7554 
## 3.031052e-05 1.851164e-04 9.341235e-05 3.811842e-06 3.301060e-04 
##         6767         7268          174         4649          984 
## 7.612668e-04 1.170832e-04 4.912946e-04 1.235843e-04 1.598534e-06 
##         4822         6506         4182         8190         7127 
## 6.410780e-05 1.381007e-05 1.968782e-04 4.225843e-04 2.209283e-04 
##         1436         3038         2017          811         3784 
## 1.085217e-03 4.846372e-05 3.309741e-04 4.101182e-05 1.179971e-04 
##         9042         2423         3194          220         6852 
## 6.762450e-04 4.632768e-05 5.864924e-04 4.831940e-05 1.679129e-05 
##         7435         5548         4204         5165         2790 
## 5.837828e-05 2.253273e-04 3.855201e-05 6.085453e-05 1.029980e-05 
##         2386         6721         7459          509          992 
## 2.250386e-05 3.439238e-04 2.668402e-04 7.631508e-05 8.092189e-06 
##         2922           77         7284         8004         8443 
## 1.920713e-04 4.469615e-04 2.299234e-05 9.108919e-05 2.421824e-04 
##         1776         2954         8580         2821         2144 
## 2.650095e-05 2.632894e-05 3.490292e-05 1.442928e-05 2.606410e-04 
##         8843         1230         4435         7628         7312 
## 3.371141e-05 3.929821e-05 2.792335e-04 4.028115e-05 1.493060e-04 
##         9632         7807          884         9583         5396 
## 2.621024e-06 1.977251e-04 8.158636e-05 1.073942e-04 2.022441e-05 
##         3633         7178         2175         9067         6579 
## 2.559821e-06 7.550566e-07 9.616931e-05 1.000254e-04 1.001552e-06 
##         8752         8751         2115         1727         7900 
## 6.795048e-05 1.597158e-04 1.326555e-06 2.700857e-07 1.719402e-05 
##         6814         3694          468         1934         2198 
## 4.275391e-05 1.652126e-03 1.161661e-06 1.187722e-04 1.655491e-06 
##         6858         1764         4314          272           55 
## 2.218927e-04 1.903343e-04 4.235800e-05 4.357438e-05 8.116838e-05 
##         9350         8588         5355         6595         3371 
## 1.710274e-04 1.931096e-04 5.607140e-03 3.055042e-04 1.867095e-05 
##         3211         8473         7444         4074         6783 
## 1.989327e-05 5.019007e-04 4.567100e-04 3.540336e-04 1.386361e-03 
##         5348         3821         8566         1941         4611 
## 4.422576e-06 3.521027e-05 1.750089e-06 2.762917e-05 3.572166e-04 
##         7730         9048         3498         5645         1771 
## 3.029735e-05 5.076026e-09 2.362998e-04 1.922543e-04 6.777551e-06 
##         5113         7344         3656         3708         6503 
## 9.872665e-08 6.309187e-04 2.456002e-06 3.234799e-05 1.460070e-05 
##         9504         5232         6440         9094         8998 
## 3.613136e-07 3.282529e-04 1.093965e-04 3.998449e-05 2.154721e-04 
##         5631         6446         3439          699         6934 
## 8.223026e-05 1.496051e-06 7.759275e-05 6.178874e-05 1.661203e-04 
##         4348         5700         2394         3312         7166 
## 1.165672e-04 1.452969e-04 1.594650e-04 4.716931e-05 1.874509e-04 
##         1278         5530         8343         3046         2808 
## 2.093612e-06 5.979165e-05 1.767775e-04 2.520904e-04 8.022116e-05 
##         6332         4337         8717         7699         3175 
## 2.379889e-05 3.331924e-06 7.134245e-05 6.931624e-06 1.653503e-05 
##         2516         4437         2972         5639         8202 
## 2.525331e-05 3.099850e-05 7.544048e-05 8.345722e-05 4.424521e-04 
##         6017         8950         1452         1194         8606 
## 7.839723e-05 8.059697e-05 3.215149e-06 3.326018e-06 2.542880e-04 
##         6139         8182         5662         2165         7909 
## 3.931971e-05 1.582794e-05 8.390920e-06 4.970578e-05 1.367496e-03 
##         4673         8791         2865         9095         5357 
## 1.650506e-05 3.342592e-04 1.571889e-05 1.413392e-05 2.020305e-04 
##         2854         2126         5764         5015         5365 
## 1.180365e-06 1.263407e-04 8.938197e-07 2.424253e-07 2.785795e-05 
##         7454         2418         8124         4214         5626 
## 1.539515e-04 4.843621e-05 8.622415e-06 2.384353e-04 1.696460e-05 
##         1615         2182         5708          871         5371 
## 5.966029e-05 1.248906e-07 2.071300e-05 3.562696e-06 8.989186e-04 
##         2613         9278         6116          261         1281 
## 1.887688e-04 8.124930e-04 1.154777e-04 2.934912e-04 9.897911e-07 
##         2822         5846         2360         8903         1740 
## 1.838073e-04 1.774979e-05 7.890218e-06 7.768565e-04 8.356883e-07 
##         7798         5930         1955         7073         6380 
## 1.207682e-06 4.597780e-05 1.437055e-06 2.395838e-04 7.240760e-05 
##         6962         7944         8278         8345         8183 
## 1.280313e-04 1.101694e-04 1.286041e-06 1.465093e-04 1.142875e-04 
##         7363         7917         5810         6560         7879 
## 2.337279e-04 4.641951e-05 1.112994e-05 1.408849e-03 2.682142e-05 
##          745         7203         2914         7655         2021 
## 9.410684e-05 2.087724e-03 4.642520e-06 1.793539e-04 1.359591e-04 
##         5547         2319         6318         7703         4312 
## 3.054968e-04 5.907051e-05 1.154772e-06 2.202684e-04 7.608020e-05 
##         7822         3484         5466         4360         6289 
## 9.849159e-07 1.465015e-06 4.762284e-06 1.813136e-06 2.327270e-05 
##         8101         4624         9838         4600         1126 
## 4.963825e-04 8.012981e-06 1.263657e-04 4.711912e-05 4.737107e-04 
##         3247         4791         4698         5440         6019 
## 1.645042e-04 4.000512e-05 6.720170e-05 1.387748e-04 2.219344e-04 
##         9643          688          196          835           10 
## 3.755772e-06 5.442916e-05 3.769805e-04 1.414118e-06 3.557352e-07 
##         2222         8454         8033          129         2966 
## 5.771228e-04 2.970768e-06 2.273512e-05 5.402081e-04 8.497495e-05 
##          259         7356         6714         8856         3509 
## 5.430632e-04 3.387871e-04 4.616079e-04 3.245013e-08 1.677755e-07 
##         9677         8171         6153         2290         3347 
## 9.761046e-05 8.006270e-05 2.618716e-04 9.309355e-05 2.296475e-04 
##         9228         7341         4625         5760          765 
## 1.156971e-04 9.149598e-05 5.482266e-05 1.213830e-04 1.858997e-05 
##         4844         9169         7967         3241         7230 
## 3.214424e-05 1.774077e-04 1.091443e-04 1.268865e-03 9.657634e-04 
##         3802         2744         8790         4449         7471 
## 3.391434e-04 3.819977e-07 5.240143e-05 3.552768e-07 3.034903e-05 
##         4398         1073         2946         1028         7658 
## 2.047150e-05 1.831735e-03 2.668032e-03 9.652573e-05 1.225958e-05 
##         2108         7199         4535         3636         2662 
## 2.504234e-04 5.380121e-04 2.467192e-05 1.252263e-04 1.802737e-04 
##         8651         1831         1322          282         4912 
## 2.076145e-05 1.552183e-08 1.308361e-04 1.410090e-04 1.101031e-04 
##         9405         6014         6792         8299         9298 
## 3.722026e-04 1.030582e-05 2.011404e-04 5.624643e-05 3.527412e-04 
##         6200         6580         3440         8681         1810 
## 9.317635e-05 3.648546e-06 8.174505e-04 1.967151e-08 2.218312e-03 
##         5984         1900         9975         4465         4127 
## 1.224184e-06 1.464609e-04 2.408247e-04 5.334520e-07 1.462606e-04 
##         8822         9888         8509         7593         4831 
## 2.325403e-04 2.220195e-06 3.699562e-07 4.802434e-05 1.808340e-05 
##         8111         3419         4984         9289         4208 
## 5.329781e-04 1.944881e-04 2.970579e-05 1.047519e-05 3.360969e-06 
##         4792         3043         7886          322         4796 
## 9.822417e-04 1.778263e-05 1.091994e-04 9.180623e-08 1.272303e-05 
##         5775         7419         1355         3672         2703 
## 3.688358e-05 2.157914e-05 3.440461e-07 2.793914e-08 7.557243e-05 
##         7352         1601         6848         8910         1189 
## 2.861025e-05 1.451413e-04 3.128451e-04 1.665276e-04 1.785645e-04 
##         1905         7697         4928         1196         7842 
## 7.812644e-06 6.466016e-08 1.130316e-05 8.332591e-04 3.730641e-04 
##         6608         8187         3089          630         5887 
## 8.065230e-05 5.265703e-05 2.233716e-05 3.824533e-05 3.083304e-05 
##         9721         5037         2791         4675         4648 
## 1.145652e-05 3.377782e-04 2.284483e-11 2.728377e-04 9.269875e-05 
##         7174         8708         5358         5844         3388 
## 6.310551e-06 2.060713e-05 5.230632e-05 2.497880e-04 7.016601e-05 
##         9977         8949         2013         5115         9149 
## 1.594452e-06 2.143895e-05 3.710244e-05 1.920440e-06 4.304178e-04 
##          108         6084         3678         5061         4557 
## 1.686127e-04 1.315238e-06 3.289352e-04 6.808585e-05 6.459547e-05 
##          182         5894         9665         1176         1757 
## 4.336254e-04 8.010839e-05 1.269727e-05 3.016823e-05 1.646683e-06 
##         6505         1967         6481         9240         8530 
## 2.557410e-05 6.769705e-06 2.564913e-04 1.620817e-04 3.949599e-05 
##         1918         2103          209         1036         7580 
## 1.718190e-03 3.414718e-04 5.850735e-06 1.092573e-05 1.673012e-04 
##         6888         3279         9440         6355         5008 
## 1.200363e-05 9.007491e-05 8.877165e-08 1.536896e-04 1.215104e-05 
##          589         4147         7991         3098         6053 
## 8.087435e-07 9.428506e-05 1.124165e-05 1.665261e-05 6.339345e-04 
##         6789         4652         1627          294         6625 
## 2.013371e-04 4.236576e-05 3.023019e-06 2.264244e-05 9.075646e-05 
##         5020         8797         2917          146          954 
## 6.007833e-05 1.821211e-05 4.248400e-05 4.676772e-05 1.762030e-04 
##          508         5247         6066         8639         2383 
## 3.434053e-04 5.006365e-05 2.852825e-04 6.095328e-05 9.976172e-05 
##          439         7217         7398         9191         8559 
## 3.193395e-04 1.218101e-05 2.271171e-04 6.599637e-05 9.699373e-05 
##         9476         7866         2834         3993         9907 
## 1.570932e-05 3.391233e-05 1.659711e-05 1.922052e-07 1.120329e-05 
##         3958         2275         5445         9876         2517 
## 7.721786e-04 6.894080e-07 1.509173e-04 2.193843e-05 4.691728e-07 
##          690          364         5638         5471         8242 
## 7.394427e-06 4.671545e-05 8.533696e-05 5.809348e-05 3.590634e-06 
##         3934         6339         9362         9924         2523 
## 2.688962e-05 2.930202e-04 1.057430e-08 5.143278e-04 2.844915e-06 
##         7161          659         5907          243          913 
## 2.599964e-06 8.962379e-05 8.765742e-05 3.714715e-04 2.887766e-04 
##         8382         6150         8282         4908         9960 
## 1.237439e-04 3.949389e-06 1.448292e-04 6.035053e-05 5.318654e-05 
##         4692         4929         1492         5723         3183 
## 1.488575e-05 2.132079e-04 3.802866e-05 2.554081e-05 3.973095e-05 
##         8128         2341         7291         9769         7198 
## 1.562202e-04 1.315826e-04 5.115750e-04 8.860816e-05 1.738062e-04 
##         4125         9868         5573         1830         4694 
## 9.025088e-05 5.077658e-08 2.978673e-05 8.980269e-05 9.553939e-05 
##          435         4561         6864         5568         1061 
## 3.867358e-04 1.110335e-04 2.418316e-04 1.904627e-04 1.081728e-05 
##         6981         1358         1286         2693         1276 
## 4.091276e-06 1.577216e-06 6.199253e-06 9.457243e-05 3.359345e-05 
##         4015         3204         9103         3583         5819 
## 2.890191e-04 8.327701e-05 2.326837e-05 3.521908e-06 1.071434e-04 
##         9125         7789         3617         3138          773 
## 7.014397e-05 9.240302e-04 5.842363e-05 1.018928e-04 4.632538e-05 
##         7223          991         3478         5649         7505 
## 1.565736e-04 3.850694e-05 7.906594e-07 2.616779e-05 1.062591e-04 
##         1723         5305         1564         9927         5572 
## 1.020981e-05 7.680073e-05 2.590915e-04 5.734875e-05 1.497761e-05 
##         3749         3255         4890         6364         1648 
## 4.161894e-04 1.162752e-04 2.727822e-04 5.738899e-06 1.801801e-04 
##         8766         1511         3200         4049         5577 
## 1.794173e-04 3.213940e-05 4.173034e-05 1.604873e-03 7.479606e-06 
##         8029         7712          440         8009         4001 
## 7.955373e-05 4.896705e-05 3.332261e-04 2.748355e-06 2.360933e-05 
##         7041         7618         7656         3697         5484 
## 7.833295e-08 4.002301e-05 3.268265e-06 9.514377e-05 6.528726e-05 
##         9745         1734         7624         1961         3004 
## 4.821485e-07 1.109929e-04 2.219716e-04 9.378621e-05 8.702389e-08 
##         6507         5375          800         8368          644 
## 4.903029e-04 2.628623e-05 6.824649e-05 2.146889e-04 1.072565e-04 
##         2348         9972         6861         4681         1863 
## 3.200394e-04 1.230581e-05 2.274084e-04 4.216184e-05 1.922028e-05 
##         2086         2505         7738         2073         2296 
## 1.355147e-04 1.014047e-04 2.052670e-04 4.966063e-04 1.257651e-08 
##           82         3608         5559         2919         8444 
## 1.042973e-04 5.622110e-05 1.207719e-04 4.752786e-06 7.662288e-05 
##         4951         9367          656         9115         3783 
## 1.049851e-03 4.896455e-05 2.194478e-04 2.646745e-04 7.054133e-05 
##         4861         2657         6361         8174         9625 
## 7.601454e-05 3.136678e-05 4.431489e-05 3.260530e-04 6.584627e-07 
##         2650          938         6030         3822         4240 
## 9.592143e-05 3.855174e-05 3.103479e-05 7.440446e-07 1.027707e-04 
##         1634         1206         1952         6661         9777 
## 1.695987e-04 3.868665e-05 3.672459e-09 1.369722e-05 1.251792e-04 
##         3436         5543         4005         7727         6582 
## 5.351166e-07 8.232747e-05 9.082603e-05 2.792616e-04 5.112324e-05 
##         5373         1435          579         7292         8447 
## 1.070951e-04 3.748504e-05 1.227094e-06 1.227071e-04 5.471677e-06 
##         2228         9711         5595         3290         9247 
## 5.567695e-05 1.312007e-05 3.874677e-07 2.024895e-05 8.051055e-04 
##         8421         2180         1866         3420         4596 
## 1.043982e-04 7.395981e-05 5.110482e-05 2.155652e-09 4.931415e-06 
##         9050         8895         4850         5667         6691 
## 4.563237e-04 9.559718e-05 2.427710e-04 8.951299e-07 8.432694e-07 
##         2797         3786          185         5966         5183 
## 1.194586e-04 1.231032e-05 7.672068e-05 1.235758e-04 8.358467e-06 
##         3680         2979         6547         8619         9392 
## 2.062529e-06 1.092211e-04 2.272863e-04 1.028738e-04 2.095565e-06 
##         7135         2282         8271         7109         7793 
## 3.877194e-04 2.538516e-04 1.770305e-08 2.656420e-05 3.659437e-04 
##          740         6941         1255         3858         6930 
## 8.301472e-04 3.559022e-05 8.903897e-05 1.916149e-04 3.300207e-05 
##         9952         8276         4099         4878         7602 
## 1.776331e-04 6.695974e-06 6.607728e-05 1.014490e-05 1.281826e-06 
##         6757         7210         6334         8548         6706 
## 6.767466e-05 3.863228e-06 2.204724e-05 6.495851e-04 3.108339e-05 
##         3430         7190         1843          825         2730 
## 3.669592e-05 1.106505e-06 4.433894e-05 2.023536e-04 1.566828e-04 
##         8602         8194         5959          249         6256 
## 2.831746e-05 1.128823e-05 1.963179e-04 2.145642e-05 9.063593e-06 
##         3700          990         7707         9249         8838 
## 1.385413e-04 2.700002e-07 1.123029e-05 8.418318e-06 1.681244e-04 
##         2527         6785         2189         8189         4321 
## 2.249951e-04 4.439859e-04 9.632377e-05 3.360619e-05 1.815472e-04 
##         4618         1441         9984         4726         5481 
## 1.050562e-03 9.453601e-06 8.061161e-05 2.128133e-05 7.391849e-05 
##         3024         1254         9284         7253         6772 
## 3.402459e-04 1.974705e-04 4.831881e-06 1.318899e-05 1.848689e-05 
##         3602         9005         1437         8160         7963 
## 5.127967e-04 1.914460e-04 4.526901e-04 7.291402e-06 1.756733e-05 
##          877         1706         2907         6975         3318 
## 1.515114e-04 5.259190e-05 7.913467e-05 1.529643e-06 1.216497e-04 
##         5064         5319         6777         8326          692 
## 1.321189e-04 4.073811e-05 2.031826e-04 6.354732e-04 1.675634e-06 
##         5256         2074           42         9798         3092 
## 9.110382e-05 3.403659e-05 1.543634e-04 2.702671e-05 1.727187e-06 
##         1719         3376         1299         5372         9576 
## 1.775683e-04 2.186862e-05 5.566260e-05 2.579748e-05 2.472107e-04 
##         3887         5624         5888         8034          543 
## 6.999105e-05 6.659605e-05 2.319424e-05 8.630459e-05 5.590157e-04 
##         6249         3373         3470         5218         7071 
## 2.032875e-04 1.739341e-03 3.360801e-05 1.535953e-05 1.898370e-04 
##         2824         3660         6875         1311         7328 
## 1.961577e-05 4.873713e-05 1.562126e-03 1.182541e-05 1.241467e-04 
##         4293         2092         8541         3992         9694 
## 1.223243e-04 6.488824e-06 2.570769e-04 1.713011e-04 1.843388e-06 
##         9047         1856         3134         8170         8219 
## 1.035114e-04 3.196479e-05 2.542509e-05 3.440913e-04 9.472762e-06 
##         4088         3640         5091         7786         8659 
## 5.369388e-05 2.396155e-05 1.269298e-05 7.800858e-06 9.133380e-06 
##         6859         8970         5121         4761         9437 
## 4.979138e-04 8.061188e-05 3.602815e-04 5.449193e-05 8.933928e-05 
##         7215         4663         6724         9099         1195 
## 1.131328e-03 3.190560e-06 3.271386e-04 1.536369e-04 9.463103e-05 
##         5607          260         7313         1038         3728 
## 1.514740e-04 2.786526e-04 2.463908e-04 1.690056e-05 1.044741e-06 
##         6026         4067          528         2429         3389 
## 2.035276e-05 1.001949e-04 4.184981e-04 1.244438e-04 3.081305e-04 
##         1630         1759          136         1095         5045 
## 1.776488e-04 1.236871e-05 1.554162e-05 7.136633e-07 5.651549e-05 
##         4894         4232          463         7062         6788 
## 5.402732e-05 2.773078e-03 2.742811e-04 1.400368e-05 3.697936e-06 
##         6811          356         1974         9906         9229 
## 9.379385e-05 4.160150e-07 9.531734e-05 1.440987e-04 5.744172e-06 
##         1137         8520         2618         9948         8795 
## 7.310007e-05 4.270744e-07 1.512452e-05 7.994982e-06 6.269010e-05 
##         3259         4732         9463         4197         8501 
## 7.224539e-06 1.771104e-05 3.696704e-07 3.081945e-04 7.336853e-06 
##          609         1559         2508         9585         7076 
## 8.724321e-06 2.257929e-04 1.678845e-05 5.406652e-06 3.982861e-05 
##         7442         2852         4629         6110         9471 
## 2.516685e-06 1.029460e-04 1.103417e-04 3.561957e-05 3.779002e-05 
##         9459          721         4020         2015         7279 
## 6.441281e-06 8.046322e-05 3.053248e-06 7.637484e-05 8.833513e-07 
##         4818         7555         7682         2552         1789 
## 1.009994e-05 1.003965e-04 9.033209e-07 5.676279e-05 3.454664e-05 
##         1213         3327         2785         8287         3349 
## 4.659494e-05 4.491211e-05 9.820129e-04 2.475319e-04 2.423014e-05 
##         3721         7823         4381         5833         8807 
## 7.626481e-05 1.492569e-05 1.167768e-04 2.558917e-06 9.568771e-03 
##         1636         1725         3233         2692          165 
## 1.076004e-05 1.101137e-04 1.998777e-04 5.986672e-05 6.282001e-07 
##         9079         7852          142         5498         9878 
## 1.729432e-03 2.822809e-05 1.524728e-04 1.753728e-04 2.445181e-04 
##         1235         6290         5832         8007         4906 
## 1.383533e-05 2.784846e-04 9.843106e-07 8.140195e-06 7.072496e-05 
##         8661         2746         8969         1935         7541 
## 7.422395e-05 7.542744e-06 6.648682e-07 3.514075e-05 2.371408e-07 
##         6121         3634         6692          612         7550 
## 1.038068e-06 1.184302e-04 6.358598e-07 7.113454e-05 4.216314e-06 
##         2270         3531         2245         9885         5124 
## 9.893095e-05 9.467718e-04 5.897831e-05 5.881935e-05 3.912674e-05 
##         7008          505         8018         3849         7534 
## 1.208809e-04 4.333856e-06 1.210278e-05 6.293508e-05 2.366207e-05 
##         6331         4318         3429         6534         6663 
## 5.739217e-06 2.849540e-09 1.606152e-05 1.524879e-04 4.298669e-06 
##         2726         7151         8466         7167         5812 
## 2.242672e-05 1.422621e-04 7.532569e-05 5.538748e-05 1.177259e-04 
##         1480         3314         7485         9318         1405 
## 8.314318e-05 1.117142e-04 3.142134e-04 1.076277e-05 5.084678e-04 
##         4389         5882         1382         7165         4471 
## 6.699164e-05 4.733900e-06 5.715518e-06 5.262122e-05 7.644667e-05 
##         5711         8521         1140         9346         6032 
## 6.090598e-09 4.552491e-05 1.055217e-04 3.135458e-05 9.986569e-05 
##         6851         2606         8464         7978         8036 
## 8.869577e-05 4.757918e-05 2.992232e-06 1.278930e-04 1.058797e-05 
##         8217         8739         7561         9584         1922 
## 5.088077e-05 4.773391e-05 8.269694e-04 6.618143e-06 1.267386e-06 
##         5589         8035         4255         4676         8671 
## 1.225688e-04 1.504041e-04 2.720854e-04 1.456912e-04 1.486069e-05 
##         9399         4765         4200         6926         1695 
## 3.512892e-05 4.932300e-05 1.190567e-04 1.839153e-06 3.885289e-04 
##         9993         2118         7888         8979         4771 
## 2.396958e-04 6.085026e-05 4.146948e-05 1.348213e-05 1.218045e-04 
##          604         9690         7989         4396         6832 
## 9.392849e-05 5.100635e-06 6.181649e-05 1.224610e-04 2.572178e-05 
##         1370         8061         1457         7097         2817 
## 3.639466e-05 1.286539e-04 6.862573e-10 7.438005e-04 4.845833e-05 
##         4101         6007         1785         5500         7085 
## 3.651748e-05 6.843533e-04 1.945032e-04 2.456776e-04 1.675447e-05 
##         2452         8733         8611         6182         5429 
## 4.984547e-07 8.367095e-05 2.487106e-06 3.637326e-04 9.962140e-05 
##         5149         8407         4781         3702         7475 
## 2.939497e-04 1.730606e-05 1.900309e-05 1.828845e-04 4.081417e-05 
##         6815         9353          838         9765         9859 
## 2.468274e-04 1.407243e-04 7.890181e-04 7.248925e-05 7.667663e-05 
##         1193         8338         3105         9237         7118 
## 2.121220e-04 5.739293e-05 6.881046e-06 1.567247e-04 5.356990e-05 
##         7718         8987         5921         6653         9272 
## 7.321031e-05 2.044787e-06 3.336282e-06 4.860945e-05 2.303288e-05 
##         6525         7988         3590          396         7548 
## 3.922539e-05 8.608903e-05 4.490537e-05 1.464624e-05 1.605753e-04 
##         2145         7243         2836         5564          101 
## 1.200957e-04 1.472784e-04 7.598433e-05 1.372691e-04 6.534377e-07 
##         9363         6111         9738         2843         1825 
## 1.313112e-08 3.562392e-05 3.750151e-05 4.051984e-05 9.879118e-05 
##         6470         9901         4026         9184         9084 
## 6.937157e-05 2.572298e-06 6.814457e-04 9.499374e-05 2.112374e-05 
##         7585         1567         5444         9592         7212 
## 3.601180e-06 2.982455e-06 1.249187e-05 7.570825e-04 7.318326e-05 
##         3329         5018         9620         7327         1554 
## 3.926110e-06 1.849918e-05 3.306378e-06 3.206294e-04 2.191455e-05 
##         7838          478         1746          270         8401 
## 4.589155e-04 5.929426e-05 2.273940e-06 5.929446e-06 1.032901e-04 
##         1701         7804          854         2354         4619 
## 3.090676e-04 1.761817e-07 3.088731e-05 4.217183e-05 2.021820e-05 
##         7598         3415         4417         5236         5497 
## 3.238338e-04 1.879585e-04 1.056956e-03 9.298648e-04 1.061770e-05 
##          138         5181         7715         9488         5353 
## 2.214114e-04 1.043081e-04 3.530312e-06 2.339358e-05 1.364492e-04 
##         9426          490         7557         9530         8727 
## 2.676731e-05 1.517511e-05 1.994555e-04 1.415538e-05 1.212551e-04 
##         8131         1842         4025         4627         5160 
## 1.188418e-04 7.430719e-08 1.617962e-06 5.979320e-06 1.034188e-05 
##         7673         4572          988         7547         9053 
## 3.459614e-07 1.984898e-04 2.319065e-06 1.926782e-04 7.528271e-05 
##         5243         3126         1829         8592         7684 
## 8.445262e-05 1.446806e-05 8.446179e-06 1.050813e-04 1.458620e-06 
##         2146         1184         6617         2283         3020 
## 1.655633e-06 1.498453e-04 2.370932e-04 3.045386e-06 8.588949e-05 
##         9804         3546         8424         2324         8542 
## 4.118099e-05 1.040807e-06 3.990035e-04 7.998208e-05 6.686754e-07 
##         2044         6932         2561         8981         4124 
## 1.879371e-04 3.071817e-07 3.539118e-07 4.252871e-05 2.374700e-04 
##         3353         8306         5546         1060         1610 
## 2.674715e-05 7.956336e-04 1.764541e-04 3.353731e-05 1.008318e-05 
##          346         1319          387         3991         7185 
## 1.722671e-04 2.408532e-05 2.355219e-07 2.753394e-06 8.849346e-05 
##          307         7671         1035         1108         1467 
## 5.943610e-04 9.165955e-04 1.599628e-04 2.648571e-05 6.545223e-05 
##         3189         9366         2186         6909         4973 
## 4.282449e-04 1.260424e-04 2.857319e-04 6.668442e-08 2.385098e-05 
##         8095         4734         9552         1713         2637 
## 3.298157e-05 2.383734e-04 8.505769e-05 2.005822e-08 4.836994e-05 
##         4195         4496         4422         4267         9508 
## 7.793546e-07 1.372100e-05 1.108323e-04 2.649654e-06 1.898451e-05 
##         6371         7252         1418         8053         5314 
## 6.199713e-05 3.735329e-05 4.869621e-07 5.732661e-05 1.884460e-04 
##         7559         8988         7030         1388         8916 
## 7.183900e-05 4.826382e-04 2.326262e-05 1.359196e-05 2.966250e-05 
##         5592         9509         9929         9954         5384 
## 1.274679e-05 9.369433e-06 1.046183e-09 1.514129e-03 8.401147e-05 
##         4799         5612         3129         2416         6781 
## 3.639878e-04 6.244425e-05 1.099530e-05 1.041247e-04 5.394828e-05 
##         5929           66         5156         3307         4432 
## 5.846154e-05 2.041453e-08 6.813653e-06 5.606839e-04 3.154284e-05 
##         4409         1680         6392         8192         7154 
## 7.879999e-05 2.434707e-05 1.504025e-04 2.227321e-05 6.730825e-07 
##         6384         6862         9479         6573         6854 
## 1.063282e-05 1.715501e-04 1.772313e-05 5.571446e-04 9.763505e-05 
##         8759         5745         8595          968          420 
## 8.630223e-04 1.800398e-05 4.239699e-05 1.671165e-06 9.303222e-05 
##           28         5302         8344         5734         3800 
## 2.917747e-05 1.176310e-04 1.403418e-05 4.921185e-04 4.612474e-07 
##         2487         5877         3116         6770         8013 
## 4.019557e-05 7.289032e-06 2.703178e-05 3.612590e-05 2.187196e-04 
##         2952         4954         3837         5161         2019 
## 2.540828e-04 3.118646e-05 3.026274e-04 4.012576e-06 7.930842e-05 
##         5749         6421         2796         2690         5272 
## 1.213003e-05 4.047772e-05 8.798942e-05 1.143755e-04 1.166494e-04 
##         3919         8557         3549         3497         3774 
## 4.081534e-05 2.422283e-04 5.231166e-05 1.520514e-04 7.952678e-05 
##         9964         4730         6382          804         9679 
## 2.442638e-06 8.904588e-04 5.136821e-05 3.398813e-04 1.006842e-04 
##         6068         6646         8626         2489          867 
## 2.928798e-04 2.494445e-08 3.396735e-04 1.697736e-04 1.410901e-05 
##         4292         1852         7147         6122         6035 
## 2.221453e-06 7.946916e-08 4.325689e-05 8.931840e-05 7.320317e-06 
##         5336         3915         4690         4380         4751 
## 9.368418e-05 8.371455e-07 2.091910e-05 9.273719e-04 3.424580e-05 
##          510         7050         5623         4176         2891 
## 5.387928e-04 2.102834e-05 1.680344e-05 6.363675e-04 4.162555e-05 
##         1577         3947         7099         5768         8513 
## 3.000274e-06 3.881046e-04 4.924061e-05 2.384992e-04 2.453999e-05 
##         4583         5504         9235         7763         2781 
## 2.836154e-05 2.577187e-04 4.135143e-05 4.298116e-07 1.700584e-04 
##          727         5506         9477         2587         7175 
## 3.269611e-06 1.131942e-05 2.157582e-04 3.027113e-04 2.205329e-06 
##         2837         9188         4492         6319          285 
## 3.237915e-04 2.338565e-06 6.018889e-04 6.846506e-05 2.193997e-04 
##          591         9890         3930         2848         5126 
## 1.479214e-05 1.873102e-05 5.206226e-06 2.091063e-05 3.261584e-04 
##         6685         3844          994         8297         7270 
## 4.431607e-05 7.464188e-05 4.893819e-05 3.962081e-06 3.012937e-04 
##         6303         4096         1269         3157         1586 
## 1.733022e-04 6.425180e-07 4.101077e-05 2.609796e-06 1.910440e-04 
##         3168         4717           39         1030         4996 
## 3.090711e-06 4.543870e-05 2.250563e-06 4.672921e-05 1.739212e-04 
##         6287         3954         3902         8956         3242 
## 3.680346e-04 4.701663e-04 2.058854e-05 2.137729e-06 3.237299e-05 
##          122         4495         3039         9040         3920 
## 1.023794e-06 1.251209e-04 3.656227e-06 3.948610e-04 5.125574e-05 
##         8410         3790         8240         2059         3897 
## 1.695672e-04 2.790455e-05 2.550262e-04 5.066315e-05 2.840198e-05 
##         1348         4543         9513         8888         2012 
## 4.631437e-05 2.042721e-05 1.264957e-05 1.424773e-04 3.040419e-05 
##         5570         1714         5476         2135         6554 
## 3.007568e-04 2.788456e-07 1.928536e-04 3.480430e-05 5.619698e-05 
##         8458         2802         9724         1170         6143 
## 1.023563e-04 8.915981e-05 2.772410e-04 4.132100e-05 2.081859e-06 
##         5816         2960         7851         1443         9342 
## 1.971452e-04 7.183516e-04 1.124253e-04 1.712282e-05 2.000566e-05 
##         2141         5884         2087          665         9407 
## 1.381247e-05 8.549576e-04 4.066161e-07 1.496511e-04 1.295265e-05 
##         7441         1002         6678         8317         3230 
## 2.056199e-04 2.407097e-05 7.954917e-05 1.517442e-05 1.474504e-04 
##          607         9180         7415         9492         6090 
## 4.908900e-05 6.647351e-05 3.124392e-05 5.039716e-05 6.573963e-05 
##         1858         9326         5740         4909          873 
## 4.131042e-05 7.843465e-05 2.079741e-03 9.899906e-06 3.181761e-04 
##         2355         7372         2597         7263         5918 
## 1.987021e-04 1.433801e-06 2.352695e-05 6.858740e-05 4.290410e-06 
##         3414         1865         5102         8142         5105 
## 1.196156e-05 5.411731e-05 6.762481e-05 2.603164e-05 6.202827e-04 
##         8266         6346         3409         5182         3722 
## 9.226438e-05 4.867411e-04 2.472648e-07 6.265162e-06 1.436660e-04 
##         9676          418         9847         7189         5318 
## 1.170979e-04 8.524856e-05 2.694335e-04 1.101084e-04 5.622347e-05 
##         8285         5904         4433         4821         1912 
## 2.013219e-05 1.040682e-06 4.796903e-05 6.990504e-04 7.304490e-06 
##         4068         5431          864         3220         5780 
## 8.102885e-05 1.193158e-04 9.388026e-06 3.457692e-05 2.406836e-04 
##         3827         1791         1809         8360         3989 
## 1.588687e-04 8.726059e-05 3.623022e-05 5.678062e-05 5.362705e-06 
##         1902         2307         1208         7438         3264 
## 4.028320e-05 2.354350e-10 2.466215e-05 1.447405e-04 3.425911e-06 
##         4159         4688           38          945         3009 
## 5.797516e-05 3.414673e-05 4.859788e-06 4.520574e-05 3.036622e-04 
##         7956         1121          476         6258         5632 
## 4.169421e-04 5.689537e-04 7.586050e-07 7.872635e-04 4.565842e-05 
##         5883         7457         3776         6807         5207 
## 3.336551e-04 4.310841e-05 3.287423e-05 4.520663e-05 4.185545e-05 
##         1444         7260         2176         2278         8705 
## 1.383329e-04 3.791665e-04 1.012948e-05 6.936756e-05 1.028997e-04 
##         9514         5119         2088         2721         9807 
## 1.317763e-04 1.879391e-04 6.219127e-07 1.595091e-06 1.613804e-04 
##          111          555         5793         2373         5505 
## 5.083380e-05 6.014502e-05 1.101615e-04 3.546870e-03 1.624900e-05 
##         6804          627         3044         4112         9385 
## 9.321362e-04 2.643131e-04 4.116221e-05 1.058675e-04 8.870013e-05 
##         9611         2071         5313         1131         1163 
## 6.957084e-05 1.315542e-05 8.779036e-05 7.242976e-06 1.119861e-05 
##         5900         4185         8648         1860          135 
## 5.780467e-05 3.874336e-04 2.369452e-05 2.122201e-05 4.591412e-04 
##         4570         9598         1497         8041         1053 
## 2.408297e-05 2.390778e-04 9.227410e-06 3.603183e-04 9.652893e-04 
##         7752         2297         9844         3505         6016 
## 1.723089e-06 1.788007e-04 1.284980e-05 1.192931e-07 1.547277e-04 
##         7617         4848         2950         6295         7287 
## 2.060535e-05 1.932846e-04 8.177425e-04 1.753201e-03 3.688636e-05 
##         9082         3514          177         8827          559 
## 1.506851e-05 1.493999e-05 1.004494e-04 1.080872e-04 2.273261e-05 
##         1862         8259         5979         1509          679 
## 2.558789e-04 7.206921e-04 2.101233e-04 1.093501e-04 2.139240e-04 
##         7713          155         7463         6321         1147 
## 1.667089e-05 1.989505e-04 2.730373e-05 1.801760e-04 8.050303e-05 
##         9226         4972         2511         1331         8483 
## 1.057040e-04 6.799432e-05 2.919283e-05 5.409469e-05 2.989122e-05 
##         6637         1795         8180         2132         8571 
## 2.712132e-04 2.247220e-05 4.189282e-05 2.127003e-04 2.148578e-04 
##         2977         7906         1219         5925         1078 
## 1.119781e-05 1.973884e-05 1.240592e-04 1.423111e-05 1.659787e-06 
##         8108         2623         3637         5579          961 
## 1.824629e-04 8.420831e-06 4.356408e-04 2.628930e-05 5.770810e-06 
##         3243         5909         3001          985         5634 
## 3.402071e-05 7.881792e-05 1.046174e-05 3.154854e-05 7.756528e-04 
##         4658         4552          666         6626         3685 
## 1.132213e-05 8.128235e-05 6.494445e-05 5.370054e-05 1.573890e-06 
##         6008         8603         2615         8818         4502 
## 2.601879e-04 1.812889e-04 8.661069e-05 2.006820e-04 1.398991e-05 
##         7124         4320         8417         9280         5537 
## 9.392049e-06 2.507707e-05 1.827811e-04 1.647812e-04 4.328676e-05 
##         4230         4227         5866         7539         1770 
## 8.684469e-04 9.896877e-05 1.654649e-04 6.135428e-05 5.728750e-05 
##         9371         6454         1284         1781         7726 
## 1.116097e-04 6.280058e-05 4.464814e-06 1.242590e-05 9.253755e-06 
##         9231         4275         9195           33         2803 
## 2.788825e-06 3.997377e-05 4.898381e-05 5.217514e-05 4.372322e-04 
##         7322         4714         5212         2410         9728 
## 1.776554e-06 1.035289e-04 4.410603e-04 1.831206e-06 5.924324e-07 
##         3019         2849         8911         2130         9862 
## 9.350855e-06 3.852761e-05 6.435235e-05 2.367546e-03 7.607436e-06 
##         2415         2070         7529         4339         1565 
## 5.647181e-06 4.690213e-04 4.722080e-05 6.908679e-05 2.563268e-05 
##         6395         4823         3893         2060         4158 
## 1.759531e-05 4.062386e-04 1.369634e-04 4.248320e-05 2.150579e-04 
##         3792         9483         5308         5163         5253 
## 8.098523e-07 2.444194e-05 1.045835e-04 8.168155e-06 7.255087e-05 
##          744          836         1717         8609         9365 
## 1.051492e-04 2.042938e-05 6.810961e-05 4.318068e-04 3.406360e-05 
##         3940         2605         6593         4847         3232 
## 1.062151e-05 1.317983e-05 2.482425e-04 8.788683e-05 1.621644e-04 
##         7571          704         7610         8944         6642 
## 3.000988e-08 4.834523e-05 7.663705e-05 2.476559e-04 1.339290e-06 
##         4881         3124         2201          516         9230 
## 1.202113e-04 5.895033e-05 6.566543e-07 4.091864e-05 4.337120e-05 
##           56          547         7525         4141         9331 
## 1.363806e-06 3.574632e-05 4.080122e-05 2.126444e-06 1.653891e-04 
##         4686          956          421         7376         1596 
## 5.322933e-06 2.517971e-04 3.709286e-04 1.297737e-04 5.446477e-04 
##         3861         4254           92         4330         7815 
## 1.792106e-05 2.265461e-04 2.372618e-05 1.518718e-04 4.252943e-04 
##         9253         5194         2512         9275          345 
## 1.251487e-04 3.484516e-04 2.482244e-04 7.585641e-05 3.316596e-05 
##         8140         5927         4488         4744         7863 
## 8.706630e-08 5.535103e-04 7.191221e-06 1.175321e-04 3.285370e-05 
##         3662         9097         6475         5278           74 
## 4.195815e-04 7.476934e-05 4.729616e-07 3.017869e-05 1.324661e-05 
##         3713           43         6134         2709         2995 
## 2.873210e-05 1.582231e-06 1.175564e-04 1.016301e-06 1.295138e-04 
##         8225         5288          935         1247          205 
## 2.741367e-05 4.968497e-05 2.641262e-05 6.343697e-05 1.763699e-03 
##         2142         2425         2701         2325         8573 
## 8.458915e-04 6.681152e-09 3.495633e-04 4.906756e-05 2.176110e-05 
##         9013         8495         7997         9595         9057 
## 8.534657e-05 5.821342e-05 1.961284e-04 5.297053e-05 2.666497e-04 
##          417         5022         4964         4994         8478 
## 1.564771e-04 8.694159e-05 2.733138e-04 1.057836e-04 1.688482e-05 
##          123         2486          621         2158         9787 
## 2.444994e-04 8.895536e-06 2.354759e-04 1.456095e-04 2.269205e-03 
##         7737         7298         6342           20         7137 
## 2.130159e-05 2.581883e-04 2.016068e-06 1.258651e-04 6.291003e-07 
##         6144          568         6270         4513         5686 
## 2.189485e-04 1.899908e-04 3.354832e-05 4.849791e-05 3.480238e-04 
##          982         8438         3998         8907         7892 
## 2.622640e-04 1.728962e-04 8.458231e-05 9.644480e-04 4.039610e-05 
##         9980         7119         4594         4309         1042 
## 3.470363e-04 2.679605e-04 1.225301e-04 4.979745e-05 1.519999e-04 
##          452         3946         1429         6381         2567 
## 9.993789e-07 1.265975e-04 8.519816e-04 6.344040e-05 2.172393e-06 
##         6387         1939         4126         7795         6242 
## 2.642363e-05 4.037726e-04 1.299907e-04 1.453114e-05 4.207451e-04 
##         7918         1067         9879         2659         3679 
## 1.099532e-06 1.199786e-06 1.115458e-04 8.983334e-05 6.714865e-05 
##         8426         7904         9077         1940         9161 
## 2.332662e-04 1.350413e-04 3.907985e-04 1.447058e-05 7.409750e-05 
##         1519          264         3361         3819         6766 
## 2.939270e-06 2.354607e-05 1.123336e-04 1.113830e-03 3.416135e-04 
##         3552         8167         6624         8099         5268 
## 1.272512e-05 4.486382e-07 4.253161e-05 1.618404e-04 5.462957e-05 
##         9761         2223         9930         5362         2298 
## 1.993695e-06 1.238108e-05 1.662801e-07 1.770674e-04 9.293283e-05 
##         9641         3433         6307         9531         7007 
## 1.490572e-04 6.601830e-05 1.776558e-04 3.143234e-05 9.592539e-05 
##         7755         8517         9674         9763         9691 
## 1.115012e-04 1.292092e-04 3.599662e-04 8.505711e-05 5.151121e-06 
##         2859         3562          546         7319         5599 
## 1.321257e-05 7.191646e-06 1.715758e-05 4.518462e-05 2.101549e-05 
##         5994         9650         9484         9006         5583 
## 7.629180e-06 2.129810e-04 1.176786e-04 9.711263e-05 5.617814e-05 
##         5931         7340         7972         3080          302 
## 1.381521e-04 2.041175e-05 1.899150e-05 1.071423e-04 4.259258e-04 
##         7742         5333         4411         8597         6173 
## 3.560679e-04 9.192663e-06 4.745189e-04 4.110148e-06 1.633187e-06 
##         7035         5514         1314         5823         1675 
## 9.534429e-05 7.271572e-07 1.773906e-05 8.688342e-05 1.685561e-04 
##         2293         1234         8750         4641         1292 
## 2.658016e-04 1.067019e-05 6.470441e-04 1.587861e-05 6.284468e-05 
##         9085         8098          125           23         9580 
## 2.096309e-04 1.506169e-03 1.865333e-04 9.023135e-04 1.558400e-05 
##         2806         6057         3270         5062         7274 
## 1.330180e-04 3.396965e-05 1.460028e-05 1.107020e-05 2.395021e-05 
##          409          250         3698         4524          989 
## 2.369913e-04 2.620306e-05 1.234758e-04 2.614049e-03 1.838222e-04 
##         2609         4626         1070         1582          941 
## 6.313238e-06 4.656864e-06 4.122113e-05 1.173205e-04 1.738464e-05 
##         3339         9098         7720         9422         5066 
## 9.739477e-05 1.222629e-05 1.489232e-04 5.006505e-05 5.195431e-05 
##         8233          636         8484         7310         4612 
## 7.798872e-06 6.545173e-05 2.288849e-06 1.275790e-04 3.961230e-05 
##         4750         7903         9587         3537         5330 
## 2.906565e-04 8.993225e-04 3.445427e-05 1.217714e-05 1.070665e-04 
##         7935         8710         4816         4372         5588 
## 6.769367e-04 9.896694e-05 8.372272e-05 2.259784e-04 1.329950e-08 
##         6631         9953         5985         8333         2905 
## 3.553950e-05 1.157125e-04 2.973312e-05 1.113441e-04 1.172570e-04 
##         5643         6069          782         7615         6800 
## 3.055064e-06 5.160777e-06 2.584288e-05 1.865529e-04 2.215095e-04 
##         1125         6849         1827         5974         5992 
## 3.629073e-08 1.291384e-04 2.979612e-05 3.153455e-03 2.563967e-04 
##         7349         9489         4952         1058         3601 
## 1.488744e-04 9.832706e-06 2.453218e-05 4.051922e-06 4.619444e-05 
##         3664         3710         6194         1604         5351 
## 1.658589e-03 2.736865e-04 3.560938e-04 1.369802e-05 1.399200e-06 
##         5009         7220         2041         3984         2862 
## 2.464978e-04 5.816653e-05 1.757473e-06 4.957864e-06 1.611021e-04 
##         4921         2780         4986          424          159 
## 5.730590e-06 1.073558e-04 1.462742e-04 9.394115e-05 2.314653e-05 
##         9344         9225          574         4217         5134 
## 9.437445e-05 4.310917e-05 1.480038e-04 6.882934e-07 3.295210e-05 
##         1600         1493         4280         9281         5680 
## 1.589706e-04 1.263216e-04 1.111891e-04 2.012948e-04 1.572549e-05 
##         4340         1815          695          946         4425 
## 8.386105e-05 1.051655e-05 7.897592e-06 9.389251e-05 2.920366e-04 
##         6773         9899         1993          459         7484 
## 8.709850e-05 5.430931e-04 3.523815e-10 1.411300e-04 9.692452e-05 
##         9909         8945         2171         9923         5492 
## 4.529330e-05 1.799879e-04 5.221830e-05 2.135736e-04 1.898010e-05 
##         9623         8200         5597         4931         9388 
## 2.868492e-07 1.565073e-04 1.937589e-07 3.520284e-05 3.082828e-05 
##         7026         8298         5880         7267         8422 
## 1.100311e-04 4.023859e-04 1.515765e-04 1.047571e-04 1.158972e-04 
##         6044         3087         8273         5223         1971 
## 1.637409e-08 4.024222e-05 1.139316e-04 1.972620e-04 5.411954e-06 
##         7603           12         5123         8537         3603 
## 1.249419e-04 7.360375e-06 2.076766e-04 1.244209e-05 3.410535e-05 
##         6300         1100         8579         3282         6715 
## 1.548367e-04 3.774794e-04 1.993295e-06 8.677705e-06 1.757951e-05 
##         6532         8538         1581         7949         4446 
## 2.739919e-05 4.860454e-04 1.137856e-05 3.185892e-06 1.731995e-04 
##         1079         8211         7675         2920         1743 
## 4.359288e-05 9.426553e-06 5.687993e-04 1.457961e-05 4.152536e-06 
##         5778         1512         3112         7296         9465 
## 1.511694e-04 1.779858e-06 6.661950e-05 1.165027e-06 1.497580e-06 
##         9494         2515         6509          791         4385 
## 5.581218e-04 4.900081e-05 3.262048e-04 1.121352e-04 1.510141e-05 
##         6401         9629         2789         7790         5084 
## 6.628768e-05 2.412710e-05 6.066418e-07 3.130107e-06 2.757919e-05 
##         3021         5703         5590         1687         9038 
## 4.123727e-04 9.002495e-05 1.665942e-04 3.315689e-05 2.409032e-06 
##         2596         6657         7890         3299         3766 
## 6.077477e-05 3.603081e-05 4.138885e-04 3.369605e-05 1.564435e-04 
##         7094         1231         9542         6585         9257 
## 1.518706e-04 1.185660e-04 6.940174e-05 1.137799e-05 2.205584e-04 
##         4224         1280         1275         2745         1929 
## 3.384296e-04 6.552253e-05 1.834350e-04 2.640361e-04 7.475760e-06 
##         7753            2          383         8867         9474 
## 5.892933e-05 2.556985e-04 9.690509e-09 5.829830e-04 9.333452e-06 
##         1802         2696         3908         6552         8353 
## 8.573422e-04 9.003436e-06 2.914234e-05 1.361608e-04 5.785529e-04 
##         3681         4970         3238         1130           29 
## 3.106317e-04 3.822050e-05 3.354321e-04 2.304712e-06 1.963118e-05 
##         1558         8534         9891         2099          590 
## 1.839904e-04 1.513691e-04 4.642851e-05 2.995988e-04 4.123693e-05 
##         4434         5136         7563         7916         9503 
## 3.895411e-05 2.433609e-04 7.137907e-05 2.433611e-04 8.499757e-06 
##         6540         3468          738         4990         1271 
## 8.073148e-06 9.454667e-08 7.425475e-05 3.080028e-06 3.249284e-04 
##          820         4955         3872         7569         1718 
## 2.264041e-05 2.773893e-04 3.667911e-05 5.003588e-06 2.936076e-05 
##         5449         4693         7690         1182         9433 
## 1.346699e-04 4.137423e-04 6.222144e-05 1.092348e-03 1.998737e-04 
##          978          807         7329         8939         2506 
## 2.029915e-04 2.653471e-05 1.226439e-06 2.235049e-05 1.090985e-04 
##         7641         2732         5229         4866         3154 
## 3.127376e-04 6.393208e-05 1.641181e-05 8.625621e-05 6.020253e-06 
##          128         6676         1129         4631         9533 
## 4.057658e-05 2.242500e-05 8.899002e-06 1.211656e-07 1.467929e-05 
##         3068         3303          199         9142         9411 
## 1.652098e-04 4.437744e-07 6.619174e-04 3.530999e-05 3.599570e-05 
##         8289         3463         3355         1426         2020 
## 1.835932e-04 4.572952e-05 1.423981e-11 2.423547e-04 1.899840e-04 
##         8125         8823         8261          483         3337 
## 7.378383e-04 1.306692e-07 6.300132e-04 2.607906e-04 8.266843e-07 
##          150          895         8153         3053         3795 
## 2.040603e-05 4.790773e-05 1.600483e-04 2.695013e-05 2.768664e-05 
##          470         5346         8254         7492         7600 
## 9.571078e-05 1.750516e-04 1.190285e-05 5.339522e-05 8.737462e-05 
##          366         2023         8412         1637         4607 
## 1.142924e-05 3.033971e-07 4.560554e-05 1.118552e-05 1.894160e-04 
##         1983          445         6302         5762         5969 
## 9.200366e-04 2.156204e-04 1.481638e-06 1.006293e-04 1.024625e-04 
##         7787         4782         9818         5881          920 
## 1.533366e-04 8.571060e-05 3.595663e-06 2.403326e-05 8.842047e-06 
##         8621         6504         5221         7609         1522 
## 1.285574e-05 5.058346e-04 2.666992e-04 1.877897e-04 4.193447e-06 
##         9423         1954         4041         9138         6412 
## 7.932159e-05 3.838610e-04 3.520313e-05 1.889466e-03 5.764019e-06 
##         1510         4696         1226         3870         7014 
## 3.342769e-04 5.578694e-05 3.352669e-03 6.291182e-07 1.362297e-04 
##         8404         9525         2136         1529         3641 
## 1.403487e-04 2.487291e-04 3.816653e-06 5.603335e-05 5.580066e-06 
##         9069         6463         8718         1190         7222 
## 1.145619e-05 1.275669e-04 7.315881e-05 2.205553e-04 3.501893e-06 
##         4231         2321         8673          638         2800 
## 5.721084e-08 4.786624e-04 9.171819e-04 1.794483e-04 9.663093e-05 
##         2320         4086         4950         4196         1526 
## 7.811087e-05 4.307460e-05 1.605027e-05 2.879054e-05 4.958583e-04 
##         4071         3226         7648         6448         1659 
## 1.161227e-05 1.656922e-05 1.396627e-04 2.941400e-04 3.663900e-05 
##         7134         9265         9393         7456         1270 
## 4.858477e-09 6.679756e-04 7.181864e-06 1.817970e-04 8.052162e-05 
##         3785         7827         3900         3587         9104 
## 9.951238e-06 5.360423e-06 7.441075e-06 1.949766e-04 1.254828e-04 
##         6817         5080         7622         5032         2938 
## 1.644602e-08 1.828525e-04 1.874130e-05 2.862693e-04 9.769861e-05 
##         1366         1517         5257         2980          333 
## 3.844601e-05 4.336913e-05 2.738888e-05 3.182479e-06 9.102656e-05 
##         5644         6067         9090         9456         6260 
## 8.604447e-05 7.943613e-05 4.978039e-06 9.006231e-04 6.925628e-06 
##         9472         1174         6775         9210          998 
## 1.561249e-06 1.561797e-04 1.340509e-05 9.685105e-06 5.936874e-06 
##          408          276         8613         9035         4774 
## 1.137885e-04 3.233193e-06 8.966444e-05 3.519442e-05 1.269320e-04 
##         9987          153          266         1686         4376 
## 1.144477e-08 2.977178e-06 1.016181e-04 3.443298e-04 1.418757e-07 
##         3451         8886         2084         5621          567 
## 1.291935e-05 5.192661e-04 3.659471e-05 2.843600e-05 1.753172e-05 
##         1574         5817         3367         5958         1618 
## 1.084570e-04 3.225838e-05 2.943312e-05 7.597932e-07 1.394938e-05 
##         3075         3712         6712         4187         6306 
## 5.083954e-04 6.019763e-05 8.829647e-05 1.650967e-06 2.331633e-05 
##         7772         7531         4105         5668         4215 
## 6.075722e-05 1.261703e-04 1.868662e-05 2.141868e-04 1.076397e-05 
##          673         7762         1699         6367         4256 
## 2.879440e-05 2.146907e-05 8.505763e-04 2.318870e-05 4.813754e-05 
##         7359         3771         8900          668         7201 
## 8.568387e-07 1.332037e-04 2.201461e-06 1.467460e-05 4.760487e-04 
##         4168         2482          970         2733         2461 
## 1.254488e-04 6.178016e-05 7.271639e-06 6.525455e-07 3.706433e-05 
##         5753         8078          625         4222         6568 
## 2.271903e-05 6.014807e-05 2.411898e-05 6.953764e-04 9.722182e-06 
##         5472         3444          181         2391         6791 
## 3.659635e-05 8.918380e-06 4.289133e-05 1.690853e-05 3.245078e-05 
##         4801         4725         7423         5558         9522 
## 5.399007e-06 2.857306e-04 3.262578e-04 2.863470e-05 1.157614e-05 
##         5735         9575         6305         6054         5529 
## 4.586851e-05 4.014166e-05 2.426082e-04 4.044291e-04 1.005724e-04 
##         5903         6045         8986         2518         7728 
## 1.765531e-04 2.912194e-04 1.890420e-05 1.884300e-03 4.428158e-06 
##         2143         4776         9303         7426         7612 
## 2.772278e-07 2.136001e-06 7.109784e-05 1.789410e-05 5.426478e-05 
##         7410         7700         2299         8300         7387 
## 7.730737e-06 6.457386e-05 4.392592e-05 1.731646e-05 4.092499e-06 
##         2484         6487         7405         8017         6562 
## 1.255175e-04 3.136713e-06 3.045906e-08 4.151616e-04 2.215975e-04 
##         6240         6128         2826         2346         2520 
## 6.470235e-05 3.147832e-05 2.168574e-04 1.752065e-04 3.105723e-05 
##         9101         6520          361          221         1889 
## 2.721216e-05 1.457471e-05 2.319747e-08 4.358299e-05 2.592495e-04 
##         3743         9336         7749         6824         8978 
## 3.690992e-04 1.737025e-05 8.244726e-06 3.907650e-05 8.511210e-05 
##         5044         6716         9794         5436         8830 
## 1.348905e-06 1.973999e-05 1.098929e-04 1.238539e-10 1.280838e-04 
##         9548         8749         2006         2787         7923 
## 1.271106e-04 6.535844e-05 2.381580e-05 6.008280e-06 3.951992e-05 
##         1220         3579         9808         4379         2767 
## 5.872267e-05 2.637604e-04 2.505213e-05 2.528310e-04 3.525999e-05 
##         7047         2558         2251         8346          936 
## 6.308834e-05 2.809317e-04 4.406675e-05 4.041417e-04 1.936639e-05 
##          882          308          918         3767         8955 
## 8.571124e-06 4.186087e-06 2.894131e-07 1.687483e-05 3.957070e-05 
##         9884         3751         6886           45         6502 
## 1.130826e-05 6.454393e-05 7.698037e-05 1.810558e-05 4.113136e-06 
##         2818         1427         9685         8512         8100 
## 3.408833e-04 1.344185e-05 5.431771e-05 4.603486e-03 1.775152e-05 
##         2959         3049          813         2531         4585 
## 8.031440e-05 3.298610e-05 2.218361e-05 1.820882e-05 6.476891e-05 
##         9352         7433         8372         2764         9341 
## 7.626383e-05 1.843157e-04 2.126504e-05 2.266771e-04 2.090061e-04 
##         3873         2229         9246         3965         6304 
## 9.542896e-05 3.290707e-04 4.845526e-05 7.031026e-06 2.557314e-05 
##         5845         1995         6790         9109         3595 
## 4.725822e-04 1.368957e-04 1.021966e-06 5.321574e-05 2.474253e-04 
##          693          235         7051         1084         2772 
## 1.464817e-04 3.598120e-04 1.235282e-05 2.315301e-04 5.995376e-05 
##         3265         1767         9944         8586         1773 
## 1.183861e-05 2.529793e-05 1.054190e-05 3.757260e-06 1.009020e-05 
##         9786         1241         7177         8206         3593 
## 1.059693e-04 1.978537e-04 7.258749e-05 1.714174e-04 1.925314e-03 
##         8166          675         6409         6768         1962 
## 1.974085e-04 6.849855e-04 1.549544e-04 6.977572e-07 1.633643e-04 
##         8077         7516         8663         9719         8872 
## 8.220797e-05 1.345446e-05 3.541457e-06 1.009314e-04 1.485576e-05 
##          558         4527         6834         2885         6469 
## 2.306904e-08 6.906203e-05 1.441414e-05 3.228794e-04 4.543456e-04 
##         2628         4703         5483         6964         3831 
## 1.083178e-03 1.368888e-03 2.846751e-04 6.791954e-06 1.087035e-04 
##         9244         4093         9462         4586         4493 
## 2.594062e-04 7.052331e-06 1.261233e-03 8.149511e-05 6.007697e-05 
##         2131         4939         6033         6633         6052 
## 5.670595e-04 1.536152e-04 1.028581e-05 4.426093e-04 1.131005e-08 
##         1215         6040         7739         4934         7984 
## 1.349979e-04 1.278142e-05 1.476459e-04 3.735982e-05 3.007060e-05 
##         6047         4244         8578         5262         7736 
## 1.851181e-05 2.205535e-04 3.888034e-04 1.447635e-04 1.779509e-05 
##         2672         4684         1475         9865         9896 
## 3.172513e-04 1.454989e-06 9.927358e-05 2.491129e-04 1.486613e-04 
##         2340          890          257         6352         3553 
## 2.412129e-04 2.228247e-04 4.133152e-05 5.129232e-06 5.534442e-06 
##         3499         4520         5656         5494         9316 
## 3.426568e-05 2.554420e-04 1.937324e-04 1.224046e-05 4.232742e-04 
##          170         9279         7111         1964         2289 
## 2.571594e-05 1.269724e-04 1.639808e-07 3.165700e-05 2.748051e-06 
##         7437         5152         7383         8305          790 
## 7.368604e-05 2.661452e-06 3.552744e-05 3.200404e-05 1.239219e-05 
##          900         4515         4705         3385         7023 
## 5.503534e-04 1.640640e-05 8.624180e-06 2.390281e-05 6.441127e-05 
##         5978         8835         3978         4310         9710 
## 1.267642e-04 2.513734e-04 6.651390e-04 2.130066e-05 1.662033e-04 
##         5145         3806         7498         8357         3351 
## 2.317570e-04 4.721819e-05 1.272612e-04 9.778359e-05 1.301563e-04 
##         5508         5296         4959         5673         6493 
## 2.539671e-05 7.619398e-06 1.125154e-04 1.636530e-05 3.311975e-05 
##         4313         6512         5561         6273         2529 
## 2.028094e-05 8.601545e-06 1.988732e-05 1.878146e-04 6.781938e-05 
##         5752         1513         5660         9961         9760 
## 5.129528e-05 1.604869e-04 7.678701e-06 1.805932e-06 1.366625e-05 
##         8643         1203         4475         9204         6688 
## 1.629889e-04 6.138695e-04 1.226048e-05 9.792100e-04 9.468973e-04 
##          456         9668         1906          429         3284 
## 6.655229e-04 2.690009e-05 5.819810e-04 2.333062e-04 5.024389e-05 
##         2677         2456         3058         1988         1024 
## 4.522681e-05 1.977579e-04 1.169814e-04 6.872398e-05 4.635521e-05 
##         9958         5341         6360         5412         5193 
## 1.632930e-05 1.026981e-04 7.663205e-06 3.111725e-06 2.455704e-04 
##         7232         1456         3917         9744         4261 
## 2.967615e-04 4.813764e-04 3.172587e-08 3.177829e-04 7.654892e-05 
##         7558         8890         6605         5469          479 
## 2.376789e-05 2.627677e-05 1.830903e-04 2.834517e-05 1.986742e-04 
##         3297         2863         2172         3469         8645 
## 1.556505e-05 3.307090e-05 5.022896e-06 5.661098e-05 7.614893e-05 
##         4960         9105         3591         1201         2129 
## 9.936178e-05 8.488135e-05 3.232694e-04 2.730635e-05 2.548162e-05 
##          971         6664         6681         2710         8946 
## 1.155322e-04 1.202264e-04 2.233389e-05 1.592669e-04 6.637144e-06 
##         8118         8425         8335         7202         3135 
## 1.681430e-04 3.694381e-05 8.992135e-05 4.004716e-04 2.556823e-05 
##         6802         5150         2740         8440         5520 
## 3.004269e-06 2.130324e-04 1.026858e-05 1.927185e-04 4.891541e-06 
##         1818          241         6892         4338         3093 
## 6.565169e-05 3.405143e-05 1.288114e-04 6.354130e-05 4.029898e-06 
##         2414         4427         5820         3240         9282 
## 1.534867e-05 9.269899e-05 1.450908e-04 2.026295e-04 4.263757e-04 
##         9715         3828         7338         2573         6705 
## 6.528233e-04 2.272674e-05 6.115247e-04 3.258167e-03 2.934592e-06 
##         9543         3344         7806         1400         4778 
## 9.464794e-05 1.332186e-04 4.042559e-09 8.691722e-06 2.066089e-05 
##         6701         4802         5418         2673         7416 
## 7.652763e-05 4.009199e-06 1.265481e-04 3.505618e-04 1.696526e-05 
##         3736         2916         7855         3473         1989 
## 1.562711e-04 5.444695e-05 1.965497e-05 5.093745e-04 3.592165e-04 
##         4463         3151         2002          868          204 
## 2.097128e-05 7.565218e-08 6.950264e-06 2.427469e-05 9.952682e-04 
##         1609         7390         1747            4         2543 
## 5.089852e-06 2.122706e-08 3.765324e-04 1.343970e-04 9.466832e-05 
##         8655         1992         5473         6754         6919 
## 3.118748e-04 1.322042e-04 2.169799e-04 1.291850e-04 1.033574e-05 
##         3922         6158         9087         2537         5886 
## 2.008312e-04 7.105228e-06 1.239614e-05 1.507704e-04 3.959893e-04 
##         3076         6012         3750         6468         8452 
## 1.044711e-06 9.318273e-06 3.210531e-04 9.784066e-05 1.495384e-04 
##         6640         1644         1953         2698         8787 
## 5.023388e-06 7.358730e-06 6.541050e-04 1.046920e-04 2.872941e-05 
##         4305         3411         4506         4672         2390 
## 1.373145e-04 3.094782e-05 1.840772e-08 1.170787e-05 7.154736e-05 
##         1018         7695          278         4054          273 
## 3.192476e-05 5.872112e-05 3.375722e-04 1.265613e-04 1.825508e-04 
##         5390         8690         9831         6076         1888 
## 1.172033e-05 1.523997e-06 1.198591e-04 1.034482e-05 1.888215e-06 
##          224          949         2762         9827          488 
## 1.408608e-05 9.850694e-05 1.290206e-06 3.649478e-04 4.164695e-04 
##         1499         1158         2522         5078         4554 
## 6.243922e-05 1.324848e-04 2.899294e-04 9.463879e-06 1.316967e-05 
##         7330         3899          151         7144         6738 
## 3.377335e-07 3.025861e-05 1.265454e-05 2.758319e-06 2.080537e-04 
##         3791         4977         6171         8737          117 
## 8.195784e-06 3.582302e-06 6.157551e-05 1.876128e-05 6.506265e-08 
##         3384         1440         8796          928         9429 
## 4.139092e-04 1.145339e-05 5.135114e-04 9.235698e-05 7.917419e-06 
##         7818         7448         5491          911          326 
## 1.499934e-05 2.225687e-04 8.973493e-05 9.861588e-05 5.271871e-05 
##         6058         4938         5026         6702         8875 
## 2.281120e-04 2.913614e-06 2.579962e-05 3.296795e-05 2.284177e-05 
##         1897         1397          340          561           94 
## 3.749517e-05 2.690744e-04 9.520824e-07 9.145945e-06 2.728227e-04 
##         9163         9817         7679         8480         2969 
## 4.969437e-07 1.267213e-04 2.088835e-04 8.664917e-06 1.634890e-04 
##         7606         9473         5414         1209         6041 
## 9.925995e-05 1.017365e-04 5.787298e-05 4.105976e-06 7.232734e-06 
##          571         1476         2318         1525         7428 
## 2.523208e-04 3.791465e-04 7.804175e-04 2.870977e-04 7.327050e-05 
##         4464         7999         2338         1424         6870 
## 2.622280e-04 4.496728e-05 2.228314e-04 4.762923e-05 4.318110e-06 
##         8783         8995         7006         8684         6994 
## 4.439642e-05 7.580863e-04 5.526855e-04 2.435749e-05 3.340101e-06 
##         7361         4243         2962         8724         3655 
## 7.247856e-07 1.031431e-03 1.961716e-04 4.481628e-09 3.866558e-05 
##         8870         1756         1300          642         8328 
## 2.311255e-05 3.343468e-05 5.217403e-05 1.239468e-05 1.604494e-04 
##          100         6103         9360         9333         6357 
## 1.322076e-04 4.528087e-05 2.020370e-05 2.648714e-04 1.136772e-05 
##         7693         8623         2424         7077         2978 
## 1.630668e-04 3.557426e-04 1.234427e-04 1.462542e-05 1.409956e-04 
##         4856          312         8210         1256         6597 
## 1.421588e-04 2.092896e-04 3.140098e-04 1.982474e-05 1.458786e-04 
##         1870         9703         4090         8555         9855 
## 4.194234e-04 3.919814e-05 1.207418e-04 7.859782e-06 3.200376e-05 
##         6740         6674           71         2266         9449 
## 2.439852e-05 1.149298e-04 2.654008e-05 2.844731e-05 1.159606e-04 
##         6029          414         5280         3836         2691 
## 1.971136e-04 1.455293e-03 1.486823e-04 2.354800e-04 2.193792e-04 
##         2987         4163         1944         9396         8852 
## 3.284087e-05 2.351714e-05 3.147668e-06 2.277435e-05 2.021877e-06 
##         7182         6915         8258         6072         1780 
## 8.657641e-05 5.955575e-06 2.007461e-04 1.635184e-04 2.072160e-04 
##         7290         8435          498         7905          454 
## 5.446676e-06 1.605167e-09 4.934509e-06 4.107617e-05 1.151802e-05 
##         5393         3481         6590         6161          577 
## 8.420862e-08 3.211738e-13 2.486271e-04 8.567661e-04 3.601272e-07 
##         9469         9166           87         2793         8451 
## 8.084763e-05 5.820940e-06 2.077776e-05 2.271035e-05 1.532726e-04 
##         6362         6050         8409          741         7142 
## 1.203759e-05 2.553608e-04 1.013041e-04 2.127790e-04 1.502865e-06 
##         8511         1963         2682         6437          626 
## 5.402345e-05 1.135836e-04 1.594629e-04 2.059359e-04 7.821768e-06 
##         9404         2224         2177          432         8515 
## 1.067382e-04 1.373762e-05 1.552221e-03 5.631000e-06 8.564673e-04 
##         2342         5988         5681         9102         6314 
## 9.807228e-07 2.049945e-05 1.852464e-04 8.930039e-06 2.363595e-04 
##          685         3503         5298         6696         5790 
## 2.164717e-05 5.322677e-04 3.581486e-05 2.118643e-06 1.134210e-04 
##         5001         4461         2528         8547         7743 
## 2.683301e-05 5.000261e-07 8.486996e-07 8.445275e-05 1.189478e-05 
##         7110         8600         7394         1845         4553 
## 4.637033e-04 4.230462e-04 1.222771e-04 1.379248e-04 5.237918e-05 
##         9304         9872         2249         3517          474 
## 7.662890e-06 5.117036e-08 3.417746e-04 1.753395e-05 1.005508e-03 
##         8082         3586         4249         8244         5233 
## 4.408377e-05 3.541491e-07 7.623024e-04 1.661050e-05 2.120780e-05 
##         4216         7506         6231         9578         9772 
## 4.949845e-08 2.159678e-05 2.853653e-06 3.100905e-07 3.979362e-04 
##         9000         5095         1076         1261         9008 
## 1.864399e-05 1.150055e-04 3.758212e-04 3.726463e-08 4.628466e-04 
##         1599         8307         2375         1329         9947 
## 6.579824e-06 3.500091e-05 9.151517e-06 1.031881e-04 5.116208e-05 
##         4440         9017         9439         6461         2291 
## 3.914383e-05 2.528618e-04 3.867245e-07 5.798203e-05 5.132529e-05 
##          707         7542         4395         7449         7928 
## 4.247672e-06 1.927124e-04 2.853720e-04 3.517371e-06 3.554365e-04 
##         9435         7117         9684         7289         3118 
## 2.374724e-07 2.439774e-04 1.619319e-05 1.459833e-04 1.943484e-05 
##         6936         4073         4174         3190          171 
## 8.877049e-06 5.034271e-04 6.803155e-04 1.081227e-05 2.790362e-06 
##         3596         2586         9586         9830         7508 
## 6.487537e-06 7.261606e-05 9.680421e-05 1.151731e-05 1.003621e-07 
##         8364         2317         3588          107         4786 
## 2.439066e-04 1.244849e-04 3.831100e-04 3.992832e-05 8.056048e-05 
##         9951         5870         8250         7136          398 
## 1.589522e-04 1.248897e-04 2.261371e-04 6.995012e-07 2.593106e-06 
##         3360         8138         3088         4900          287 
## 7.743420e-05 9.908696e-05 4.418947e-05 4.234964e-04 1.808645e-03 
##          846         8552           89         9652         9974 
## 4.068695e-06 8.053724e-05 4.202182e-05 2.013267e-04 5.221174e-05 
##         6221         7248         9758         3455          767 
## 1.683329e-04 3.961847e-06 3.737574e-06 5.882309e-05 5.658879e-08 
##         3343         9311         6774         7536         2614 
## 1.187578e-04 5.719430e-05 3.352523e-05 4.968862e-05 8.024239e-05 
##         4166         5075         5614         8474         6034 
## 1.064685e-03 8.927835e-05 3.165305e-05 2.079913e-04 1.847071e-04 
##         9935         2784         6760         4736         1365 
## 3.202392e-04 7.285894e-05 7.530235e-06 1.410136e-04 1.330154e-05 
##         7668         1334         8680         1374         7295 
## 6.517918e-05 3.122551e-04 5.111665e-05 2.702005e-06 1.815501e-04 
##         3582         6998         4643         1716          162 
## 1.090966e-05 5.483189e-07 3.072386e-07 1.628727e-05 3.341818e-05 
##         5806         4763         7025          542         9032 
## 3.128611e-04 7.248490e-05 7.644872e-07 9.924021e-06 1.620134e-04 
##          422          597         3443         1754         8398 
## 5.421324e-04 1.186030e-05 9.086999e-06 5.913499e-06 5.371100e-08 
##         4723         7481         4037         6286         6374 
## 1.181054e-04 7.698449e-06 4.953545e-06 3.160519e-04 1.600713e-04 
##         9748         4201         2366         9983         2403 
## 7.420829e-07 2.358984e-05 1.198177e-09 6.865030e-05 2.871793e-06 
##         3972         7843         2090         1930         4741 
## 2.186407e-05 2.645255e-05 3.268114e-07 2.188524e-05 2.635061e-03 
##          524          460         7898         6085         6453 
## 2.295243e-05 5.528147e-06 2.323236e-05 4.309622e-04 9.093111e-07 
##          390         4993          399         2330         2466 
## 2.562535e-05 9.023627e-06 2.454159e-04 2.254559e-04 1.391503e-06 
##         7045         4246         1022         8355         4895 
## 4.708806e-05 1.577091e-06 1.611102e-05 1.622631e-04 5.804435e-05 
##         2509         3214         7530         1423         4032 
## 3.683238e-05 1.793727e-05 1.129532e-04 9.476191e-06 4.944560e-06 
##         1488         3070         3559         4777         1464 
## 1.782575e-05 6.052594e-07 8.730168e-05 1.060942e-06 2.831668e-04 
##         2368         1146         3896         5217         2878 
## 6.101284e-04 3.155724e-04 1.594790e-05 2.100628e-04 1.145337e-04 
##          843         9853          632         1969         4146 
## 1.053131e-06 1.251276e-07 9.870542e-06 3.161213e-06 1.268426e-03 
##         6207         7913         6611         6106         4418 
## 2.406091e-05 2.198559e-05 1.455420e-04 2.478553e-05 1.607819e-05 
##          676         9912         7159         3002         9152 
## 1.067311e-03 7.557860e-06 2.787223e-05 3.999926e-05 4.547892e-05 
##         6896         1362         5843         8383           37 
## 9.906953e-05 7.015965e-06 5.034075e-06 1.998179e-05 1.271814e-05 
##         6048         7946         6867         2999         4759 
## 1.176809e-04 5.869661e-08 1.471477e-05 2.143087e-05 7.919214e-05 
##         3195          933         7176         5646         6621 
## 1.792601e-04 1.470332e-06 1.876956e-04 1.642681e-04 2.523659e-05 
##         9143          288         8667          722         9928 
## 8.563945e-05 9.808979e-06 5.076820e-05 3.411843e-05 3.059252e-05 
##         7948         5523         7037         8008         5642 
## 7.654994e-05 1.602360e-04 7.797654e-04 3.907067e-04 7.645972e-09 
##         1923         8742         5082         2871         7141 
## 3.474658e-04 2.061706e-05 3.458052e-05 2.732001e-04 1.305581e-05 
##         4178         8617         1742         1377         1799 
## 8.431029e-06 6.757073e-05 5.593871e-06 2.555112e-05 3.616661e-05 
##         9205          703         6764         3804         8687 
## 1.144726e-04 6.405408e-05 4.435096e-04 2.244486e-04 7.830025e-05 
##         8139         6015         1917         2292         4687 
## 3.420723e-04 2.038589e-04 2.109335e-06 3.295003e-04 2.690529e-04 
##          772         4480         5488         7107         7611 
## 3.761087e-05 7.669489e-04 3.413187e-09 1.487928e-04 4.395164e-05 
##         7769         8583         4811         1650         8356 
## 4.827367e-04 2.891220e-06 2.414364e-05 1.090671e-04 1.437151e-03 
##         3703         4053         4428         1585         6690 
## 2.832289e-05 2.980236e-04 4.971848e-04 6.479094e-05 3.970057e-06 
##         7477          189         4833         9290         9603 
## 9.813478e-07 6.127340e-04 2.885068e-04 2.261775e-04 8.942549e-05 
##         1621         4551         6459         6949         2832 
## 7.350869e-05 2.893711e-04 7.016698e-05 1.107235e-04 7.276276e-06 
##         6093         9870         6779         6279         3485 
## 1.129925e-05 1.018622e-04 2.495581e-04 1.699741e-04 1.211541e-04 
##         2331         1144         7932         8162         4236 
## 6.984825e-05 2.648971e-05 2.220200e-04 1.063925e-05 1.084295e-04 
##         8974         5033         2100         4023         9990 
## 4.617486e-05 8.286154e-06 2.296941e-04 6.380101e-05 1.994670e-04 
##         8348         4017          634         9273         1803 
## 7.449051e-07 3.527337e-05 1.556923e-06 2.776018e-04 9.109053e-07 
##         8802         4550         6889         1788         3814 
## 6.795125e-04 3.235206e-08 4.117371e-06 3.711181e-04 1.760907e-07 
##         3410         6787         3377         2869         8993 
## 8.549148e-05 7.683175e-05 6.162779e-04 4.166967e-04 2.002203e-04 
##         3231         3760          904         9263         7957 
## 4.486694e-05 3.699227e-05 1.309322e-05 2.011811e-07 1.243897e-05 
##         8748          232         5732         6251         8788 
## 4.496870e-06 1.580109e-05 4.198700e-05 1.745323e-04 7.092809e-05 
##         2994         3949         2089         6720         9019 
## 1.789165e-05 4.156164e-08 5.958106e-05 5.419418e-05 9.987947e-07 
##         1240         8397         8773         5603         7702 
## 6.312994e-05 6.937229e-05 3.241760e-05 5.887329e-05 4.538214e-05 
##         9810         1045         7767         5453         5073 
## 2.281768e-08 2.994312e-05 4.887493e-05 5.403858e-04 1.900377e-05 
##         4468         8006         6736         1880         3260 
## 1.710621e-05 7.490493e-05 1.079106e-05 1.084664e-04 1.004036e-05 
##         5998         8833         3040         1994         5112 
## 2.763257e-05 1.785112e-04 6.909799e-05 1.186208e-03 1.941313e-06 
##         9499         5738         8533         9190         6081 
## 2.869089e-04 1.902220e-05 7.919699e-04 1.145817e-05 9.224026e-06 
##         2036         5540          731         4410         8869 
## 1.101492e-04 2.223520e-05 3.584938e-04 9.519195e-06 2.223592e-05 
##         7983         3212         4927         9036         2169 
## 1.005232e-03 3.148225e-07 3.490430e-04 2.398267e-06 1.310496e-04 
##         5757         7491         1106         4306         4133 
## 1.425118e-06 6.983142e-05 2.979635e-05 9.796029e-05 2.475818e-05 
##         3383         4300         9869         8535         4671 
## 1.051017e-05 3.286159e-05 4.827693e-05 5.685408e-05 5.166337e-06 
##         2377         7672         2707         8536         1915 
## 3.681080e-05 4.879755e-10 4.446449e-05 1.600963e-04 3.933275e-06 
##         6370         7033         5199          669          793 
## 4.141539e-05 1.023029e-04 6.058473e-06 1.093003e-04 3.017002e-04 
##         1594          841         4664         8116         8081 
## 2.571340e-04 7.142602e-04 3.387656e-05 4.034862e-04 1.500883e-04 
##         5765         5784         6623         8274         4458 
## 9.765484e-04 7.936037e-06 3.477142e-05 6.063851e-04 9.528380e-05 
##         6276         1903         7395          781         3291 
## 3.554224e-04 4.327014e-05 1.187011e-05 7.008279e-06 1.540999e-04 
##         4140         9428         8350         7389         9898 
## 7.495771e-06 2.345716e-05 8.667113e-05 4.829612e-04 2.523167e-04 
##         8638         3911         1323         4528         7644 
## 1.702142e-05 4.105755e-05 2.230735e-04 1.029249e-06 1.912770e-06 
##         6931          525         4207         2776         7931 
## 6.002565e-05 1.145858e-04 2.716639e-07 2.841729e-05 6.354315e-05 
##         3527         9563         5245         2304         9988 
## 2.591319e-05 1.728862e-05 2.750460e-04 5.860683e-06 5.200381e-05 
##         9505         4120          183         8453         1150 
## 1.575714e-04 3.575415e-04 6.996986e-05 3.194332e-05 2.257602e-05 
##         5532         9420         7761         2788         3627 
## 7.728677e-05 1.031266e-05 2.414484e-05 1.768457e-04 2.380233e-05 
##         7407         9746         3122         4721         1298 
## 6.155648e-04 3.691789e-05 1.116229e-04 3.589575e-05 2.584118e-05 
##         4351         5072         4623         8419         6725 
## 1.100848e-04 2.045405e-05 3.749751e-04 1.476799e-04 1.684517e-04 
##         4989         2469         8880         6496         9605 
## 4.498258e-05 1.525160e-05 9.144944e-05 3.956842e-05 1.680356e-04 
##         3719         8544         2578         1977         6872 
## 3.509012e-04 1.301012e-04 4.444936e-05 6.361896e-05 1.955092e-05 
##         3739         5554         7733         3510         1548 
## 2.695194e-05 2.429788e-04 1.689625e-05 2.211065e-04 1.964636e-05 
##         9673         9626         1730          718         7080 
## 5.042172e-06 8.945241e-05 1.688045e-05 5.744962e-05 9.279722e-06 
##           32          951         7778         6880          829 
## 5.224856e-05 7.564403e-05 1.046294e-03 2.780917e-05 5.048450e-05 
##          225         6426         1689         6104         8496 
## 1.152150e-04 4.968294e-04 5.917993e-06 2.552452e-04 1.330687e-04 
##         4567         1707         3692         5186         4199 
## 6.468898e-05 1.388177e-05 1.371756e-04 1.383752e-05 1.358263e-07 
##         6315          658         9736         7504         5975 
## 5.854574e-04 9.379928e-05 1.447959e-06 7.188213e-06 8.245497e-06 
##         5143         1705         8629         7896         3764 
## 2.858085e-06 6.594846e-06 3.325715e-04 1.514331e-06 7.586959e-05 
##         9661         4997         5271         8973         4257 
## 3.725862e-07 3.302438e-04 4.890709e-05 3.331036e-05 3.252995e-04 
##         9867         8091         5952         1064         3033 
## 8.557789e-05 8.870580e-04 4.129157e-03 6.316910e-05 3.668329e-04 
##         6039         6477         2708          291         3167 
## 3.824545e-04 2.372976e-05 1.129195e-05 2.577472e-05 8.024808e-05 
##         3981         3432         3398         3067         6903 
## 8.078494e-05 1.916383e-05 1.630217e-04 9.489821e-06 6.035702e-07 
##         5316         1653         1605         3113         3090 
## 2.565285e-04 2.729754e-05 4.420679e-04 3.447836e-05 1.495477e-04 
##         4084         9454         5807         3237          584 
## 2.102958e-04 5.510737e-05 4.668265e-04 2.745827e-05 2.369633e-04 
##         2598          415          443         2046         5679 
## 1.137742e-04 2.995945e-04 6.574414e-04 4.404919e-05 5.062203e-05 
##         5470         4745          377         9861         1535 
## 1.520008e-04 2.739502e-05 3.141077e-04 1.314090e-05 1.866896e-04 
##         6743         9612         2281         5574          118 
## 7.293001e-08 2.338462e-05 1.189930e-04 3.229659e-05 1.017136e-04 
##         5971         9238         8959         6422         4521 
## 1.487937e-04 2.308045e-04 1.733433e-05 1.634128e-04 8.035502e-05 
##         5240         8874          563         1590         2706 
## 2.331739e-04 1.557949e-04 1.964544e-04 3.652453e-03 2.687489e-05 
##         2667         4367         7573         7381         2801 
## 1.552188e-04 4.499385e-05 2.378300e-05 4.210079e-06 1.448246e-04 
##         8129         5758         7365         4670         3811 
## 6.342012e-06 5.575373e-04 5.654161e-05 2.648065e-04 1.719248e-05 
##         3011         3490         5746         6821         2735 
## 4.501636e-04 1.340609e-04 4.854288e-04 8.219675e-06 1.492889e-04 
##         4457         3781         7087         6373         6589 
## 5.908803e-05 3.679053e-04 2.546919e-06 3.640932e-04 4.846751e-04 
##         7808         9615         4000         4438         2728 
## 7.103204e-05 1.298733e-08 6.165687e-05 3.087355e-06 8.398035e-07 
##         5025         1667         1805         4210         7482 
## 2.180656e-04 1.295976e-04 8.052821e-06 2.733388e-06 9.081009e-05 
##         1672         9227         9377           81         3963 
## 5.186261e-05 8.540984e-05 5.221057e-04 2.453793e-05 2.830054e-05 
##         2336         2968         8601         5902         3294 
## 1.549031e-04 2.408966e-04 5.931341e-04 2.391479e-06 8.908406e-05 
##         2379         7049         6465         3082         3029 
## 2.031864e-05 1.790812e-07 6.777984e-05 1.837698e-05 4.125875e-05 
##          684          156         2906         6734         4079 
## 1.216057e-05 8.106932e-05 3.266408e-04 5.637281e-06 2.752611e-04 
##         8224          211         3726         6466         3006 
## 1.290923e-04 5.659686e-05 1.310409e-04 3.572558e-04 3.367211e-07 
##         3607         9068         2243         2683         2451 
## 1.958873e-05 5.656930e-06 3.368965e-07 2.328796e-04 2.014326e-04 
##          511         1524         3737         3442         5836 
## 1.729235e-05 1.428226e-05 2.150800e-04 4.410278e-05 1.327370e-04 
##         3657          770         2705         7575          317 
## 1.273643e-04 1.019443e-04 2.138277e-04 2.639402e-05 1.652349e-04 
##         2714         6987         3825         4571         8957 
## 3.161051e-05 4.955759e-06 2.714302e-04 4.933828e-04 4.554981e-08 
##         9051         1375         5795         2216          710 
## 2.906052e-08 3.033295e-05 2.268625e-05 4.271178e-03 3.807020e-04 
##          549         4304         3808         4642         6442 
## 8.057347e-04 8.374805e-06 2.317544e-03 8.900994e-04 2.511440e-04 
##         1376         2887         4489         8813         1204 
## 9.344904e-05 1.577014e-04 2.734463e-05 2.138379e-06 5.077264e-05 
##         9441         5685         8120         6735         7479 
## 4.145185e-05 6.713915e-06 9.567945e-05 3.221462e-05 1.069942e-03 
##         8855           13         1211         4665         2244 
## 2.566297e-04 1.811596e-05 1.956499e-04 2.237285e-04 5.399392e-05 
##         3907         2694         3234         7384         8497 
## 2.502765e-05 9.289253e-05 1.947678e-04 5.124938e-06 1.379877e-04 
##          822         1737         7191         5443         8416 
## 2.573611e-05 1.162908e-05 2.107707e-04 9.466430e-06 9.555162e-07 
##          320         2896          275          618         3013 
## 2.830306e-06 6.015987e-06 1.805774e-04 9.402945e-05 1.669105e-05 
##         2096         5763         3860          330         1181 
## 8.943065e-06 1.101496e-05 9.673181e-05 2.784817e-04 1.304805e-08 
##         6719         4490         5657         7826         4640 
## 4.545759e-05 7.373175e-05 5.895420e-05 3.524942e-06 2.824136e-04 
##           63         4477         1390         1624         6668 
## 6.948366e-04 8.573875e-05 4.179976e-05 3.626960e-05 8.247474e-05 
##          966         9793         3891         3877         1043 
## 1.200982e-04 1.660712e-04 1.469226e-04 2.818713e-04 1.023153e-05 
##         8591          407         5275         8442         1451 
## 1.758693e-03 5.173232e-05 3.841203e-06 7.023752e-06 2.787526e-05 
##         6518         5571         1277         2717         4281 
## 3.055344e-04 5.712548e-05 4.969884e-04 1.289220e-04 2.178642e-04 
##         3374         3629         1483          654         4039 
## 1.328765e-04 1.445535e-04 9.665693e-05 1.896554e-04 6.033325e-05 
##          777         3757         8384         2768         4945 
## 7.298999e-05 8.777818e-05 4.559120e-05 1.482309e-06 2.427284e-04 
##         4942         3340         4565          578         4459 
## 3.033882e-07 2.572885e-04 1.158158e-04 1.798959e-05 8.341404e-04 
##         6874         3368         4842          863         4028 
## 3.047782e-04 2.146339e-05 5.319105e-05 1.714630e-04 2.773112e-04 
##         2221         6204         1359         8439         7472 
## 1.956007e-06 3.046807e-04 1.623869e-05 1.151324e-05 2.889046e-05 
##         5334         5721         8109         5076         5374 
## 9.732704e-08 5.528502e-04 4.721038e-05 1.878081e-04 1.260114e-05 
##         2921          832         1245         1956         1835 
## 4.456872e-05 7.087142e-05 9.769059e-05 3.562635e-05 6.614389e-10 
##         6146          746         1666         2718         9911 
## 7.871538e-05 1.299658e-05 7.799555e-05 1.610020e-08 2.871158e-06 
##         6255         4386         8768          314         9378 
## 7.712894e-05 2.011948e-04 3.764080e-04 2.034557e-06 5.995824e-04 
##         3366         9221         4902          620         6120 
## 2.783282e-06 1.094044e-03 8.693917e-04 1.115708e-04 9.548591e-05 
##         1005         4393         9347         3358         1528 
## 5.288779e-05 1.506245e-05 3.182269e-05 2.347039e-04 4.178817e-07 
##         2712         9203         6667         9147         4091 
## 7.888809e-05 3.785106e-05 9.101999e-05 4.462071e-05 5.982948e-06 
##         4229         8985         4797         1708         9767 
## 3.180229e-05 1.894499e-04 7.729121e-05 3.565985e-05 2.211082e-06 
##         8819         7968         9965          681          755 
## 1.037135e-05 8.114549e-06 5.934595e-05 2.123188e-07 1.136731e-05 
##         3530         2658         9118         3580         7334 
## 7.910262e-06 4.852582e-06 3.718284e-05 9.300871e-05 4.017754e-05 
##         5157         5464         6636         1641          850 
## 3.661771e-05 3.400867e-06 1.871737e-04 3.819499e-05 1.363464e-04 
##         2857         3216         6378         3338         5805 
## 1.496499e-05 1.961437e-04 7.790862e-05 1.161453e-05 8.483650e-05 
##          614         4966         5248         4031         7227 
## 6.484883e-05 2.263740e-04 2.172843e-05 3.290649e-06 1.869370e-04 
##         6535         5416         4983         3921         6797 
## 1.295359e-04 2.782497e-05 4.415146e-07 9.394326e-06 4.578539e-05 
##         4767         7205         5410         2895          495 
## 2.458731e-04 2.193083e-05 3.124232e-05 7.258956e-06 4.012285e-05 
##         6165         5602         5050         5727         4562 
## 2.146944e-05 3.059234e-05 2.110156e-05 1.688442e-05 2.214003e-04 
##         1711           36         4162         4128         3516 
## 1.223880e-05 5.287011e-04 1.626725e-05 2.811237e-04 1.198536e-06 
##         6441          833         8026         3394         6494 
## 3.106049e-04 5.022306e-04 9.736551e-08 3.576112e-05 6.395875e-06 
##         7495         1112          442         5717         9276 
## 1.836818e-04 1.824816e-04 1.597395e-04 1.219655e-06 6.515090e-05 
##         5162         7874         2779          789         7152 
## 2.839048e-05 8.140421e-06 8.942802e-04 6.746273e-04 2.537259e-04 
##         7070         7069         8675         4485         6986 
## 2.189471e-05 7.203801e-05 1.098992e-03 2.201875e-04 3.824080e-05 
##         1824         6591         2549          748         2106 
## 6.394064e-06 5.788266e-07 3.717169e-04 3.170576e-05 2.989571e-05 
##         1979         7100         8445         7566         3274 
## 6.378974e-05 2.255848e-04 3.700416e-04 9.781885e-06 1.751575e-04 
##         1145         7323         1294         6036         9134 
## 6.540451e-06 6.695156e-05 7.151178e-04 1.822580e-04 7.316116e-05 
##         4082         5787         6089         5087          157 
## 2.002806e-04 2.724183e-05 8.056745e-05 1.448483e-04 2.035988e-04 
##         9375         6119         4837         6543         7468 
## 2.644463e-06 4.381911e-05 1.962367e-04 3.758470e-06 5.467558e-06 
##         8231         4180         9683         1260         9291 
## 1.405049e-04 4.752066e-06 1.027855e-04 2.851717e-05 5.614524e-04 
##          912         3229         2091         7545         4482 
## 4.500848e-05 1.309759e-04 4.720804e-04 6.145114e-06 2.329155e-04 
##         7613         1607          967         7332         7042 
## 1.971970e-07 3.805499e-04 5.038537e-05 1.628004e-05 1.750379e-04 
##         1218         4118         7086         9146         7470 
## 3.128119e-05 2.472819e-05 1.018371e-05 4.446794e-05 3.447314e-04 
##         4884         6707         8789         8637         1039 
## 4.831223e-04 2.865389e-04 2.870521e-04 5.656830e-04 3.425332e-06 
##         1264         6999          343          959         4181 
## 1.126275e-05 6.661693e-05 5.757649e-04 1.260609e-05 9.647326e-06 
##         7861         2981         5215         4807         2242 
## 2.929426e-05 4.790349e-04 1.416468e-04 3.036149e-04 2.061055e-04 
##         7500         5995         7022         1462          852 
## 6.310667e-05 4.583415e-06 8.566747e-05 2.502626e-06 2.471984e-05 
##         9596         7046         8173          274          653 
## 2.516474e-04 2.944822e-04 6.603965e-05 3.021406e-04 9.284685e-04 
##          809         1633          828         5692         9442 
## 7.281378e-05 1.974033e-05 7.432112e-05 5.032505e-07 2.355580e-05 
##         1072          648         8561          475         5509 
## 2.187483e-04 1.091087e-04 4.053620e-05 1.829789e-06 5.017043e-05 
##         9208         2941         3330          236          602 
## 3.704951e-04 1.519076e-05 3.969488e-06 1.481685e-05 2.181516e-06 
##         4331         5932         2620         5474         7901 
## 2.424405e-04 7.660001e-05 1.705429e-04 8.587367e-04 6.629267e-05 
##         1244         6660         1859         4323         1393 
## 5.501506e-04 2.766197e-05 1.283228e-04 5.205725e-05 6.085503e-04 
##         9262          862         2495         5562         7064 
## 4.962311e-04 6.275483e-04 7.381564e-05 5.235930e-04 4.233415e-05 
##         7510         5211         6992         1592         4262 
## 1.324227e-08 2.578117e-05 3.449414e-05 2.410356e-05 1.004940e-04 
##          810         3847         8763         9075         5446 
## 4.045491e-05 1.023073e-04 7.106807e-06 2.311320e-05 1.096052e-04 
##         7724         5684         6479         3161         9919 
## 8.673186e-05 6.781082e-05 8.450639e-05 2.527145e-04 7.701377e-04 
##         4901         8550          423         2200         6241 
## 1.159605e-06 4.045821e-05 3.961162e-05 3.228680e-07 7.263622e-06 
##         7155         4917         4661         3799         7596 
## 4.425803e-05 4.850061e-06 5.510301e-04 1.050385e-04 1.196515e-05 
##          687         2161         4854         6376         9644 
## 8.390397e-05 2.489425e-06 3.683272e-04 1.631828e-05 5.797341e-05 
##         4279         5006         1118         1518         8962 
## 1.100223e-04 1.698100e-05 2.161470e-06 4.353153e-06 2.359542e-05 
##         9137         8277         5613          705         8311 
## 1.202512e-04 5.445785e-06 2.981709e-04 1.771616e-05 7.206669e-05 
##          489         4965          512         6574         3624 
## 5.004230e-04 3.902016e-05 2.223303e-05 3.032694e-05 6.450975e-05 
##         7084         9401         6840         5343         4542 
## 6.385409e-05 9.458980e-06 5.250518e-06 1.354693e-05 1.042848e-08 
##         4874         9364          434          493         7924 
## 7.829227e-04 1.984364e-03 4.321874e-05 2.335940e-04 6.239832e-05 
##         6901         2976         8848         2218         4203 
## 1.129063e-03 5.788403e-04 6.917044e-04 1.088941e-03 5.516656e-05 
##         1049         7941         7979         7747         6587 
## 1.736976e-04 6.572727e-05 1.800533e-04 7.282510e-05 3.755428e-04 
##         1088         5850          697          758          792 
## 3.742650e-05 1.975951e-05 1.260909e-05 6.544200e-04 4.118513e-04 
##         1461         5928         5741         8798         3045 
## 1.976459e-06 9.209825e-08 1.577881e-05 3.811616e-05 1.776035e-05 
##         5011         3525         1330          880          281 
## 2.661020e-08 1.602260e-04 3.448099e-04 3.306089e-05 4.494791e-04 
##         8851         9173         6607          455         7345 
## 8.451782e-05 5.802482e-07 7.745965e-06 9.748336e-07 6.750691e-05 
##         1721         5085         4953         1442         6672 
## 3.803852e-05 1.463059e-04 7.111965e-04 3.732309e-05 7.412853e-04 
##         2634         6222         9358         3008         4576 
## 1.631369e-05 1.281582e-04 6.328258e-05 6.100170e-07 1.162186e-04 
##         6906         3207         4961         1407         6887 
## 4.884654e-06 2.372464e-04 3.000563e-05 2.854237e-08 7.853871e-05 
##         1891         6900         5320         7650         3816 
## 6.729542e-05 5.918780e-04 1.964028e-04 7.561998e-06 9.807501e-05 
##         7565         5039         3022          830         5434 
## 1.385566e-05 3.068343e-06 2.458564e-04 7.407111e-05 6.174248e-05 
##         2190         7975         1065         3326         3427 
## 3.234101e-05 4.722953e-04 5.043698e-05 1.411360e-04 1.217178e-04 
##         7514         7685         3109         7478          598 
## 9.038816e-05 1.272902e-04 8.891786e-06 2.758851e-05 1.002669e-04 
##         9662          939         6897         7029         5276 
## 2.195293e-04 7.319495e-07 4.467643e-05 7.877394e-07 6.265864e-05 
##         7288         8905         3081         1800         5776 
## 1.219713e-04 1.701392e-05 4.193337e-06 8.020148e-04 1.395455e-05 
##         8072          617         6739         4156         5962 
## 4.231417e-04 8.619326e-06 2.154289e-05 1.903871e-06 2.904515e-05 
##         7271         3280         4430         7587          540 
## 1.182503e-04 4.573941e-05 4.818182e-07 1.076178e-04 6.306442e-05 
##         5677         2026          325         5896         8405 
## 1.142356e-04 1.322778e-04 1.467890e-04 6.076610e-05 8.803614e-05 
##         4814         9215         8028         7616         2897 
## 2.153976e-07 2.787016e-05 1.095474e-04 6.510991e-05 1.227706e-05 
##         7501         1527         8938         9894         6683 
## 1.177118e-05 4.521917e-05 3.265211e-04 7.883991e-05 9.105894e-05 
##         9305          633         1784         1317         6464 
## 3.266522e-05 4.262802e-05 1.766359e-04 6.644996e-05 8.482319e-06 
##         4064         8047         5405         7055         2211 
## 1.146171e-07 1.432825e-04 5.181323e-05 2.933891e-05 1.636984e-05 
##            8         6272         8411         3094         7729 
## 1.309115e-05 9.848111e-06 5.471414e-08 7.315748e-06 4.417024e-06 
##         6877         8636         7588         7576         5399 
## 4.290950e-04 1.223551e-03 1.566277e-05 2.183948e-04 6.201882e-04 
##         7722         6795         7462         6184         5344 
## 1.045106e-04 1.701534e-05 1.077635e-04 1.100133e-05 4.108258e-05 
##         4021         7589         6904         5665         1040 
## 2.312716e-07 3.105517e-05 1.722858e-06 1.855633e-04 4.645204e-05 
##         6619         5801         6457         4263         3096 
## 4.270672e-05 5.513833e-05 1.062787e-04 2.218000e-04 4.424922e-06 
##         7320         2202          906         7652         5209 
## 4.139072e-06 9.553280e-05 8.117523e-05 2.308972e-04 2.037367e-05 
##         4659         8803         3793         4789         3462 
## 1.700480e-06 1.426266e-04 1.558379e-04 1.296139e-05 1.172947e-05 
##         8069         8940          993         9713         1674 
## 2.041163e-04 9.677296e-06 3.194168e-05 1.007439e-04 1.380898e-04 
##         9638         7853         6610         5383         1165 
## 4.182359e-04 9.336747e-05 8.336544e-05 1.799838e-04 4.411527e-05 
##         7551           98         5617         5395         2593 
## 4.113955e-04 1.701776e-04 8.018093e-05 3.690242e-04 1.061827e-05 
##         1477         4534         5041         7302         5719 
## 1.098593e-03 3.975107e-05 8.504283e-05 1.242298e-04 8.841537e-05 
##         5935         1655         4860         7854         8585 
## 1.554121e-04 2.300736e-05 1.148289e-04 8.544834e-06 3.208172e-04 
##         9645         4657         1238         5743         6567 
## 9.168798e-05 3.411419e-05 5.259369e-05 2.385000e-06 2.001078e-04 
##         2507         3286         1482         6145          683 
## 1.397364e-05 8.675616e-06 6.068432e-06 9.535435e-05 8.316245e-04 
##         4579         7954         7031         3539          885 
## 6.966442e-06 1.015042e-05 6.488029e-05 3.638151e-05 4.722776e-05 
##         1738         1380         1360         6227         3693 
## 3.390944e-05 2.483135e-05 1.364470e-05 5.266603e-05 2.623450e-04 
##         4426         7567           76         9606         5936 
## 3.141378e-05 1.481664e-04 7.029134e-05 3.832176e-05 6.831042e-06 
##         7259         3957         5448         6689         8582 
## 9.889105e-06 2.306738e-05 3.059332e-05 1.883592e-04 1.964493e-04 
##         8493         3186         1521         9790         3115 
## 8.442213e-05 2.013139e-09 7.968174e-05 8.241853e-04 2.555319e-05 
##         2332         1984         1479         8031         1109 
## 2.273694e-06 3.224184e-04 2.798233e-04 3.693264e-06 1.805209e-05 
##         6703          881         3701         6243         1603 
## 8.133081e-05 2.530430e-05 4.375334e-05 2.131029e-05 1.957627e-04 
##         1459         9266         2949          457         2727 
## 1.822030e-04 2.457095e-05 2.585422e-04 3.043071e-05 1.137478e-03 
##         3950         2970         7392         4525         1572 
## 5.054146e-05 3.108992e-04 9.916885e-05 7.394393e-05 1.082146e-05 
##         8743         1364         2306         5946         6114 
## 8.461620e-05 7.278388e-06 1.638898e-05 2.078564e-04 3.420147e-05 
##         2594         7869         3136          953         7910 
## 6.394593e-05 1.330788e-04 5.544887e-05 4.106676e-05 9.368494e-07 
##         2641         4336         5593         2322         9431 
## 1.634806e-04 2.322462e-06 1.428323e-04 6.891899e-07 1.178368e-06 
##         8937         3985         5432         7636         5287 
## 1.323126e-04 2.408876e-04 1.845275e-06 6.483754e-05 2.084704e-04 
##         4474         2481         5722         3888         8234 
## 4.219485e-04 7.901429e-04 9.724698e-05 4.448082e-06 6.729819e-05 
##         9029         8389           59         9517         2159 
## 2.296860e-05 1.287830e-04 2.875903e-05 1.351051e-04 3.286108e-04 
##          763         8556         8829         3556         5923 
## 7.389495e-05 5.817031e-05 3.559922e-04 9.040812e-05 2.102996e-04 
##         3295         1198         2011         4740         3511 
## 6.938219e-06 3.436250e-04 1.524932e-04 1.599422e-04 2.683482e-04 
##         9856         4357         6924         9966         3123 
## 1.325124e-04 1.122900e-04 7.465329e-05 8.507439e-08 1.744512e-05 
##         9201         8577         9889         1449         4290 
## 2.517895e-06 8.075709e-06 9.223712e-05 3.875610e-06 4.623659e-05 
##         3955         4154         2619         5895         2065 
## 4.811415e-06 5.326358e-04 9.806230e-04 2.827328e-04 5.394778e-05 
##         3169         6524         1606         6100         2288 
## 1.980583e-05 5.934075e-05 2.702794e-05 6.611609e-05 8.909593e-06 
##         2809         9931         3287         6132         3826 
## 8.417038e-05 2.381933e-05 2.438296e-05 3.096482e-04 1.607461e-04 
##         5536         7412         5653         1023         4976 
## 5.755354e-04 5.549736e-05 3.363238e-06 1.227558e-05 5.916204e-07 
##          944         3853         3357         2665         3456 
## 1.330386e-04 9.463052e-05 4.363346e-06 3.662827e-06 1.842156e-04 
##         3654         2473         8379         6348         1187 
## 8.339722e-07 3.747322e-04 8.108006e-06 2.549254e-04 1.020055e-03 
##         5813         9127         5788         8502         1015 
## 1.996294e-04 6.488353e-06 4.073349e-05 5.494324e-04 4.514984e-03 
##         9307          736         6399         2831          347 
## 1.919667e-05 4.133785e-05 4.972666e-04 7.263187e-05 3.075070e-05 
##         9372         4853         5515         2798         5419 
## 1.357778e-05 1.962164e-04 5.687339e-04 3.501838e-06 2.975677e-06 
##         8465         6823         4639         9544         3223 
## 2.623494e-04 9.058183e-06 6.033419e-07 3.215001e-05 1.973587e-06 
##         4920         9640         6492         4757         3266 
## 1.429779e-04 5.981664e-05 4.984070e-05 3.622587e-04 4.508999e-05 
##         5219         6575         1473         4885         7299 
## 8.517043e-06 3.855538e-05 1.968131e-05 2.659384e-06 2.631811e-05 
##         3222          332         2465         2829          932 
## 8.316177e-05 5.070136e-06 1.312665e-04 5.179980e-04 5.332546e-04 
##         3551         7337         7553         6769         7272 
## 4.544033e-05 9.850901e-06 1.418536e-04 3.718981e-04 2.218930e-04 
##         3576         5310         4662         7701         2720 
## 2.466085e-04 3.440543e-05 6.877093e-05 9.755892e-05 5.422513e-06 
##         6584         9076         4971         9573         2062 
## 1.871342e-05 3.832760e-04 7.535440e-06 6.280041e-05 8.911780e-07 
##         8735         8181         3378         9194         9314 
## 6.592001e-07 6.170056e-06 2.910334e-05 1.545388e-04 1.339247e-04 
##         2353          628         3863          201         9631 
## 1.503513e-05 3.898958e-05 4.056409e-04 3.199466e-05 5.730488e-06 
##         7860         3425         6311         2344         8569 
## 1.865754e-04 1.207536e-04 3.045332e-05 6.242563e-06 4.075409e-06 
##         5718         7281         5725         2474         7140 
## 5.378797e-06 3.909724e-04 1.102088e-04 9.496008e-08 2.492950e-05 
##          788         9730         3953         7930         3404 
## 5.038227e-05 3.564246e-05 7.642270e-05 2.409133e-05 8.545354e-07 
##         7126         4704         3968         7884         3334 
## 8.580464e-05 1.765426e-05 4.854982e-05 2.013951e-04 7.374015e-05 
##         2568         5460         6433         9218         3571 
## 9.054737e-04 1.568526e-04 5.408397e-04 2.689253e-04 3.682739e-07 
##         8386         1643         4065         3164         3667 
## 8.032285e-05 7.109588e-04 8.870587e-05 3.148159e-05 1.062773e-04 
##         6650         6868         4186         3146         8227 
## 7.633358e-04 7.690608e-06 1.522525e-03 1.042363e-04 7.694492e-06 
##          116          723         5737         4436         9647 
## 7.154580e-07 7.911654e-05 1.069228e-04 5.356670e-04 8.310327e-05 
##         1646         6842         6445         9565         2903 
## 4.246897e-08 1.544901e-05 1.361267e-03 5.924477e-05 8.461651e-05 
##         3048         3474         7396         1758         8039 
## 2.000662e-07 1.418766e-04 2.598453e-05 4.621932e-04 2.476601e-06 
##         7885         3217         8136         1520         7785 
## 5.789067e-05 4.212695e-06 1.799575e-06 1.340906e-05 6.416961e-05 
##         4442         1413         7032         5427         2265 
## 2.695286e-04 1.882885e-06 1.637372e-06 3.223628e-05 5.685941e-05 
##         8269         5244         6056         1313          672 
## 6.591020e-05 2.570058e-05 9.590276e-05 6.816783e-05 5.096154e-03 
##         4846         8771         1749         8702         4588 
## 8.819308e-05 1.056396e-06 2.117123e-04 4.340432e-04 2.057837e-05 
##         6164         2828          818         7597         6548 
## 1.164110e-05 2.684796e-06 3.901302e-05 1.083728e-04 1.257222e-04 
##         4316         3936         4742         6816         3117 
## 3.038536e-05 7.330271e-05 7.717576e-07 2.008541e-04 7.697815e-07 
##         5331         6939         8067         9501         6408 
## 3.480139e-05 1.190096e-03 1.366694e-05 1.038584e-04 1.875029e-04 
##         3108         4173         6838         5954           88 
## 1.908799e-06 2.580397e-05 7.122945e-05 4.206391e-04 1.401533e-04 
##         9130         8475         6947         6945         3438 
## 1.869515e-04 2.118271e-04 2.551571e-04 9.606195e-06 2.063290e-05 
##         1399          708         5873         2644         9025 
## 1.795215e-04 3.243487e-05 1.241188e-05 8.820232e-05 3.671905e-06 
##         4384         4793         9535         7830         9022 
## 2.790340e-04 4.239620e-08 1.240693e-04 6.053752e-05 1.966015e-04 
##         4637         5501         7674         4903         9658 
## 4.613899e-06 4.499361e-04 1.077963e-03 3.578848e-04 1.942702e-05 
##         9323         3614         3392          402         2647 
## 2.273160e-05 1.414410e-06 1.191335e-06 3.134556e-04 8.958405e-05 
##         7060          444         2068         2629          245 
## 8.235446e-06 4.246984e-07 2.169170e-04 4.049782e-04 3.234569e-04 
##         4404         5910         3301         4106         4880 
## 1.715752e-04 2.646541e-04 7.502667e-06 6.300737e-05 7.981016e-05 
##         8123         5754         4859         1101         6594 
## 3.894806e-06 5.229550e-05 4.569779e-06 2.321278e-05 2.203826e-05 
##         7294         3557          696         5675         9170 
## 3.703204e-04 1.340685e-06 3.659652e-06 4.963980e-06 3.901233e-05 
##         8925         2361          166         5003         8810 
## 8.894064e-04 7.704626e-05 1.590154e-03 2.897507e-05 8.260186e-05 
##         2300          821         4743         2219         7982 
## 2.031388e-04 9.743577e-06 5.725102e-04 5.430570e-05 3.171908e-04 
##         7825         5976         5913         5989         5707 
## 3.270620e-05 1.267629e-05 8.720199e-05 1.374954e-03 7.520319e-06 
##         8700         7908         4517         7163          940 
## 2.094232e-05 2.903432e-05 9.409422e-06 8.698081e-06 5.770231e-07 
##         8715         9743         2879         4678         4587 
## 3.040532e-04 7.366534e-06 6.962528e-05 5.651689e-05 6.795747e-05 
##         7654         1421         2401         2185         2440 
## 1.270396e-03 5.782101e-06 5.210964e-04 4.353360e-04 4.011754e-04 
##         3148         6209         3201         2851         2923 
## 5.560978e-04 7.708719e-05 2.513395e-06 1.084686e-06 9.117836e-04 
##         8503         5380         6325          805          803 
## 3.666796e-06 3.209830e-05 2.592971e-04 3.289981e-03 2.119382e-05 
##         5258          957         7764         2563         1683 
## 7.078980e-06 3.446452e-04 1.799368e-04 3.345287e-06 6.074193e-05 
##          729         5274         3493         2358         6586 
## 2.048325e-04 4.905413e-05 1.318842e-04 7.309280e-04 1.220364e-04 
##         6944         1864         6905         1166         7061 
## 4.867192e-04 3.547670e-05 1.107003e-06 2.871735e-04 1.276907e-04 
##         4933         7305         5606         6929         9148 
## 3.732647e-05 1.457325e-06 7.984612e-06 5.048273e-04 1.100106e-04 
##         3711         6107         9446         1617         7367 
## 3.066689e-06 6.326934e-07 1.109712e-04 3.230224e-03 2.529134e-05 
##         6092         2991         8953         5756         1116 
## 1.109674e-05 2.125090e-06 1.386775e-05 7.936405e-05 4.192235e-05 
##         4076         4541          931         3292         2066 
## 3.505640e-05 1.436041e-04 5.914083e-05 1.239327e-04 6.382002e-06 
##         5619         6698         5516         1250         3365 
## 1.357633e-04 5.164437e-05 2.572864e-04 4.467791e-05 8.747467e-05 
##         6763         1949         5148         3495          663 
## 6.803116e-05 8.517747e-08 7.435519e-05 1.249508e-04 5.010200e-06 
##         3581         7520         9259         5086         8587 
## 3.745743e-05 6.795359e-06 3.830423e-04 1.895839e-05 1.503538e-04 
##         7469         4003         6753         4630         5007 
## 6.767563e-08 1.553083e-05 1.685889e-04 1.813869e-04 6.403938e-04 
##         9976         5744         8558         5005         5584 
## 3.151081e-04 2.609528e-04 2.431424e-05 1.276872e-05 4.029422e-05 
##         2867         3938         5519         9070         4392 
## 8.096550e-05 2.859407e-03 7.909983e-05 2.405627e-05 2.841891e-05 
##         2975         3435         4476         8164          608 
## 4.932448e-04 9.023478e-06 2.089903e-05 1.752223e-04 8.128011e-05 
##         7626         2492         1960         1986         6963 
## 8.437375e-05 1.762093e-05 1.512935e-05 1.007735e-04 1.120700e-05 
##         1258         2928         8155         1237         5622 
## 3.100306e-04 4.925828e-05 2.406165e-05 5.454270e-10 2.076040e-05 
##         3670         5874          553         3742         7987 
## 2.026431e-03 5.460310e-06 1.433268e-04 1.659821e-07 7.580139e-06 
##         8627         7413         8049         1404         4666 
## 1.389438e-05 1.058414e-04 2.363566e-04 5.513644e-06 5.776278e-04 
##         8316         5858         5054         4537         6157 
## 1.144172e-04 4.332170e-05 3.792192e-06 5.902647e-07 4.966794e-05 
##         1141         1811         1931         8341         4899 
## 2.112379e-04 1.422733e-04 4.313879e-06 2.426023e-05 9.759904e-06 
##         9320         3399         4284          660         4070 
## 6.406562e-05 2.610174e-05 2.809731e-05 9.687903e-05 3.733812e-06 
##         2396         6638         7314         5350         7841 
## 3.208442e-04 1.393692e-04 1.774218e-05 9.969334e-06 4.959041e-04 
##         6863         1555         1909         2003         8531 
## 3.263156e-05 1.133048e-05 3.391136e-05 7.449083e-05 5.102332e-08 
##         2477         9037          872         1387         3613 
## 1.714403e-05 1.174287e-04 1.361926e-04 1.619299e-04 2.820328e-05 
##         8195         5759         1677         5878         2241 
## 5.862848e-05 4.811713e-06 2.345049e-04 3.145905e-05 1.717404e-05 
##         6354         1494         7403         2010         4872 
## 1.610262e-06 1.069094e-04 2.024565e-04 1.313576e-04 1.064633e-04 
##         4804         4598         7953         1694         7247 
## 1.066028e-04 5.688236e-06 1.594705e-05 1.091989e-04 3.246919e-04 
##         1490         9860         3594         3905         6313 
## 4.271068e-04 4.661126e-06 7.127374e-06 7.310766e-05 1.228372e-06 
##         9302         9771          635         9559         1127 
## 6.563576e-06 7.229003e-05 6.637195e-05 1.937397e-04 3.382104e-05 
##         1177         9044         5068         1777         8964 
## 2.658760e-04 1.285136e-05 9.589768e-05 9.118129e-05 1.675254e-04 
##         1847         6002         6088         8971          787 
## 1.701380e-04 1.559007e-03 3.495017e-06 1.169175e-05 2.426906e-05 
##         9192         5309         2840         2387         2846 
## 8.995713e-04 1.052397e-04 1.875762e-05 4.633439e-05 2.382685e-04 
##          909         7938         1282         6071         4040 
## 5.038138e-05 2.330719e-06 4.371139e-06 3.362177e-05 4.765245e-04 
##         2199         5705         2873         7430         4760 
## 1.034123e-07 3.082276e-04 9.850744e-08 1.349953e-04 1.123554e-04 
##         5879         5981         7922         4233         3003 
## 6.190151e-04 2.223566e-04 3.513631e-04 9.742725e-06 4.131403e-05 
##         8204         9547         3735         2125         1223 
## 1.709467e-04 1.206703e-03 4.977967e-06 6.403621e-06 4.419336e-06 
##         3794         2053         5688         1760         2612 
## 3.010969e-04 7.404599e-05 2.386507e-04 1.391579e-03 2.989299e-06 
##         4633         9706         8176         4538         3535 
## 1.386880e-04 4.129377e-04 1.213603e-04 1.620497e-05 1.073349e-04 
##         6894         5042          747         4514         8295 
## 4.794540e-05 8.523374e-06 3.244094e-05 3.830045e-05 2.212190e-04 
##         3648         7056         2993         3597         8857 
## 1.162277e-03 2.104378e-04 1.178930e-05 2.435455e-05 2.430464e-08 
##         1682         9910         7017         6673         4710 
## 2.127431e-04 1.274655e-04 1.179019e-04 2.440032e-04 4.154647e-06 
##         4784         9622         4378         4775         4794 
## 7.168030e-05 2.939994e-04 5.325727e-04 4.870793e-06 4.632900e-07 
##         6218         3139         9339         4532          661 
## 2.540119e-04 4.752154e-06 2.685976e-04 9.758974e-04 2.231643e-04 
##         1593         4250         8149         7036         6857 
## 3.040954e-04 1.209372e-06 2.029937e-04 5.567671e-04 1.166020e-04 
##         5604         7756         9782         4559         7414 
## 7.233928e-05 7.382288e-05 2.428319e-04 3.305999e-05 1.462028e-05 
##         8152          119         3970         6536         5442 
## 6.378898e-05 4.710497e-04 1.208944e-05 4.705043e-05 6.146530e-03 
##          637         4697         8694         1373         4589 
## 2.085315e-05 6.428423e-05 5.574139e-05 2.347593e-05 1.849632e-04 
##         8309          929         8666         2983         9523 
## 8.784651e-05 1.609039e-04 2.330157e-06 1.862089e-04 9.746902e-05 
##         7236         1836         5611         6498         3820 
## 1.241959e-05 1.863042e-03 2.296634e-05 5.324101e-05 9.967380e-05 
##         3023         6723         3218          514         7146 
## 5.146695e-07 9.462556e-06 8.963958e-05 2.771845e-04 9.764330e-05 
##         4809         1296         6436         2214         2095 
## 1.790182e-05 6.561396e-05 6.268547e-05 1.453115e-05 4.646662e-04 
##         3059         9144          603         7574         8446 
## 1.232630e-03 1.775902e-05 2.924402e-05 8.606127e-05 2.681703e-04 
##         6225         9156         3155         5014         2328 
## 5.874309e-04 3.035773e-04 4.793806e-08 1.832355e-04 2.798052e-05 
##          754         8038         8498         3994         9250 
## 6.260828e-04 6.057660e-05 6.049134e-05 7.323600e-06 3.257902e-04 
##         9478         5214         6148         6726         6969 
## 1.662780e-04 2.306537e-03 5.198343e-05 6.752854e-07 8.828736e-06 
##          324         3974          215         3876         3245 
## 8.862677e-05 4.081606e-05 3.357031e-05 3.618601e-05 6.518454e-05 
##         1712         4347         9495          548         1368 
## 1.263629e-05 1.863118e-06 7.891130e-06 9.030995e-05 2.328188e-04 
##         8337         6208         2166         5159          701 
## 5.674645e-05 7.023726e-05 2.757628e-04 2.741719e-05 1.196533e-05 
##         5188         9550         1549         4529          140 
## 3.032421e-06 2.136531e-04 7.812111e-07 9.354200e-06 1.971205e-04 
##         4245          313         2674         2904         5205 
## 8.692861e-04 1.076218e-04 2.638362e-05 2.119729e-04 2.311510e-06 
##         5709         7455         3057          848         5364 
## 1.402431e-04 2.155782e-04 1.348184e-04 5.806948e-05 9.665320e-05 
##         5463         8223         6883         8175         2908 
## 7.828524e-05 6.591410e-05 4.556943e-03 3.624626e-05 4.310119e-05 
##          784         8470         5299         1007         2271 
## 1.694809e-04 7.360055e-05 3.374117e-08 7.014038e-04 1.300647e-05 
##         7244         5038         1402         5965         5670 
## 2.490606e-05 4.861174e-04 8.752961e-05 2.768696e-03 1.200529e-05 
##         8845         7447         2611         1868         2127 
## 6.628949e-06 7.889120e-06 2.626176e-06 3.944114e-06 3.970740e-05 
##         5088         9914         8563         3706          719 
## 3.166838e-04 1.239555e-05 7.787089e-05 2.084521e-05 3.874837e-05 
##         6327         1089         7170         8756         5461 
## 6.998275e-05 7.881962e-04 2.751141e-05 3.492815e-05 6.060502e-05 
##         6871         3910          223         6865         6993 
## 6.513194e-05 4.465227e-05 3.669480e-05 6.099346e-05 4.138571e-05 
##         3034         6533         1448         2866         6810 
## 1.939480e-04 4.921981e-07 2.016769e-04 5.654959e-05 8.249966e-05 
##         4647         3874         3235         8507         5706 
## 2.483474e-04 3.988993e-05 2.143842e-05 1.662423e-04 1.016482e-04 
##          786         2654         3753         1309         7183 
## 7.174873e-05 1.384152e-04 7.549748e-05 3.826181e-06 9.539000e-04 
##         1051         4370         9857         3403         3224 
## 9.253585e-05 6.626648e-05 1.963164e-04 3.009797e-07 6.824469e-04 
##         9172         5104         8722         6710         6317 
## 2.552807e-05 4.822625e-05 1.013724e-04 2.293084e-04 3.897934e-05 
##         9934         5402         9630         3813         8249 
## 3.592404e-05 4.838459e-05 2.004688e-05 2.650939e-07 6.068583e-05 
##         5678         9875         2079         9315         5730 
## 2.979125e-05 1.473674e-05 4.301115e-05 1.372054e-04 1.790629e-05 
##         8243         2124         1239         3055         3729 
## 7.351210e-05 1.090762e-04 2.933127e-05 9.445456e-06 1.256077e-05 
##         3491         4453           54         8633         7245 
## 2.197295e-05 6.466806e-06 3.585372e-04 1.822731e-05 1.393333e-07 
##          827         4883         2445         2738         9739 
## 9.933262e-05 5.191519e-06 1.937569e-03 3.283789e-04 2.209249e-05 
##         9175         8834         3253         9963         5838 
## 1.026314e-04 9.567718e-05 5.693719e-06 2.123915e-06 1.849545e-04 
##         3674         1274         6953         5438          999 
## 4.895096e-05 1.685023e-04 4.127285e-04 5.096540e-05 1.186278e-04 
##         8288         2149         8876         4010         5960 
## 6.373136e-04 7.763667e-05 1.797373e-04 7.396234e-05 3.748312e-04 
##         1506         4050         9528         3995         8014 
## 7.503032e-05 4.601133e-07 1.599207e-07 8.538186e-06 1.101290e-03 
##         8758         3964          814         8392         8089 
## 7.292200e-05 2.790485e-05 2.495122e-04 5.295461e-06 1.359023e-05 
##         5774         1848         4278         6055          230 
## 2.989329e-05 2.976068e-04 8.409681e-05 1.566095e-05 8.594691e-06 
##         8275         7669         4500         9815         2369 
## 8.858085e-05 3.259136e-06 2.978701e-05 2.761664e-05 1.674143e-04 
##         1678         9633         1881         4220         3225 
## 1.774852e-05 4.680066e-04 5.032898e-05 2.891210e-04 1.002951e-07 
##         7067         8786         7009         4107         3534 
## 2.836132e-07 8.337945e-06 1.133689e-05 4.973808e-05 1.435026e-04 
##          600         3143          149         3254         2525 
## 1.600149e-04 4.939114e-05 3.372695e-05 1.744510e-04 1.214682e-05 
##         3707          752         7976         4727           14 
## 3.095714e-05 4.896284e-06 3.563397e-06 1.043496e-06 9.943589e-06 
##         4682         2496         1813          267           99 
## 4.782046e-05 2.562064e-05 7.107753e-06 2.579103e-04 3.174642e-06 
##         8567          535         8778         1422         7002 
## 2.643254e-04 6.579964e-07 3.858232e-04 2.585129e-05 4.793282e-05 
##         6099          168         2220         8488         4719 
## 9.435351e-06 3.927491e-06 4.455685e-06 6.257009e-05 3.414363e-04 
##         8800         9799         6167         8923          847 
## 6.193426e-09 5.440629e-05 1.497213e-06 2.694001e-06 4.923894e-05 
##         7784          203         5388         8640         1735 
## 2.183318e-05 5.564512e-05 1.776877e-04 1.297809e-04 4.453774e-05 
##         8021         8012         7925         5648          141 
## 4.146298e-06 2.875412e-04 2.978649e-05 2.261803e-03 3.914135e-05 
##          154         5986         5852         4472         3332 
## 7.959607e-05 2.201754e-05 2.396143e-04 9.027448e-05 1.300502e-04 
##          269         8126         7870         4335         5475 
## 1.760301e-03 8.024700e-07 4.646856e-07 2.210421e-05 7.887788e-06 
##         2253          539         2056         8248         9131 
## 6.330886e-05 2.808536e-05 9.078266e-05 4.046726e-05 3.593776e-04 
##         6846          766         1591         7186         3180 
## 6.680968e-05 3.350263e-04 3.926336e-04 3.290327e-04 8.756510e-06 
##          104         7399         1003         3647         2902 
## 3.171034e-05 2.501224e-05 3.306833e-06 3.223539e-06 1.847573e-05 
##         9409         5392         4941         1819         5698 
## 5.542691e-05 1.016017e-04 3.333940e-04 1.861212e-06 7.101147e-07 
##         7759         1122         8097          293         7716 
## 3.035205e-05 2.045986e-05 6.566748e-05 9.857235e-05 2.281658e-04 
##         1450         6940         1556         1670         3261 
## 3.822399e-04 2.883379e-04 4.625957e-04 3.640916e-05 2.371758e-06 
##         9800         2982         1352         6727         2884 
## 1.387250e-04 1.118590e-05 1.289055e-05 5.731967e-04 1.498659e-05 
##         6918         1489         6156         9778         2347 
## 4.522883e-05 2.286149e-04 1.830786e-04 1.608523e-05 1.110843e-04 
##         3778          187          461         7509         9754 
## 5.594898e-07 5.735614e-06 1.987360e-06 4.025946e-06 5.332272e-04 
##         7750         1004         6428         5176         2933 
## 2.810399e-05 1.912266e-04 9.380395e-05 2.055567e-04 1.019296e-05 
##         6699         9072         2029         8631         7105 
## 4.032341e-04 1.470754e-04 3.196928e-04 5.744393e-04 1.936356e-05 
##         6778         6193         2723         8650         2544 
## 7.335155e-05 1.948251e-04 1.007089e-04 4.076833e-04 2.452404e-04 
##         1589         9110         1132         9801         2713 
## 1.589288e-04 1.001681e-04 3.588605e-06 6.391817e-06 1.071908e-07 
##         8999         2308         8853         3568         7773 
## 2.058094e-05 3.794662e-04 2.181185e-07 1.539911e-04 1.904068e-04 
##         2934         6397         7523         5496         7980 
## 8.164780e-08 2.888205e-05 1.362738e-04 2.210400e-06 1.924080e-07 
##         8358         3176         2819         3331         7848 
## 7.129201e-05 2.660923e-04 1.344256e-04 5.145083e-04 2.447178e-05 
##         9018         3598          560         8522         7937 
## 5.267759e-05 1.441982e-06 3.887646e-04 3.003981e-06 1.012311e-03 
##          485         4604         7020         8746         4956 
## 8.528000e-05 2.991283e-07 3.069237e-05 1.530696e-06 1.016904e-04 
##         5270          582          700         6390         7847 
## 2.784662e-04 1.886119e-04 1.467353e-05 5.252724e-04 2.001306e-04 
##          403         7556         6844         8349         5712 
## 2.201724e-04 2.236130e-04 2.884989e-04 9.986577e-06 9.035784e-06 
##         3943         3025         6746         1046         8025 
## 1.455962e-04 1.312028e-04 8.940886e-05 5.784468e-05 1.128419e-04 
##         3770         9390         9589         5510         3604 
## 1.197583e-04 1.055267e-04 3.793742e-05 2.576812e-05 4.870125e-05 
##         7805         9697         6172         1552          624 
## 5.978168e-06 3.082169e-04 4.862961e-05 7.795559e-07 3.296935e-05 
##         1001          115         2741         5691         1474 
## 9.706346e-04 1.124860e-06 3.983491e-03 1.210086e-04 4.160356e-05 
##         5129         4597         6452         1981          857 
## 4.859048e-07 2.390914e-05 7.751407e-06 6.487873e-05 2.936617e-04 
##         8332         8068         7779         7513         7130 
## 5.061206e-05 4.058135e-05 1.304972e-04 4.848798e-06 8.648896e-04 
##         1793         8315          564         9397         4454 
## 2.134825e-04 8.864667e-04 1.683451e-04 1.267623e-04 2.080655e-04 
##         7994         7357         6925         9610         5538 
## 1.616245e-06 3.760458e-05 1.201822e-04 1.446645e-04 2.019192e-05 
##         4078         8294         2702         6682          373 
## 2.156762e-05 1.989328e-08 1.145703e-05 1.284566e-05 5.857766e-04 
##         7496         4343         5127         1325         2716 
## 5.485671e-05 1.348857e-04 1.808223e-04 5.161591e-04 1.043783e-04 
##         9903         9957         8527          592          997 
## 1.310755e-04 2.259553e-05 1.720053e-05 2.163140e-06 2.281150e-05 
##          323         4580         4352         5184         3512 
## 2.492414e-04 2.302777e-04 2.557896e-04 1.082413e-05 2.125003e-05 
##         4375         5608         2953         8859          344 
## 1.978800e-05 2.125301e-03 2.863360e-06 1.687861e-05 8.701033e-05 
##         1093          433          769         6564         7849 
## 3.337282e-04 8.457204e-07 2.822709e-04 4.319123e-05 8.865755e-05 
##         5110          924         7578         7342         3215 
## 9.419137e-05 6.786487e-07 1.051267e-03 4.282929e-05 1.850394e-06 
##         9124          481         9024         3731         6179 
## 8.423660e-06 3.176711e-05 1.326269e-04 9.237422e-05 1.948009e-06 
##         5551         4268         7792         8570         2448 
## 4.022461e-05 2.425290e-05 3.471047e-05 9.644807e-06 2.204114e-04 
##          253         8862         6175         5420         1710 
## 7.709325e-05 2.058327e-05 2.626904e-06 4.886795e-05 1.778067e-04 
##         6169         1105         6137         8976         9938 
## 1.372999e-04 6.318611e-06 4.404947e-04 5.480744e-05 4.407414e-05 
##         8322         7862         9381         8901         9091 
## 1.341178e-04 3.200021e-05 8.284545e-05 2.760790e-04 1.955162e-05 
##         9628         8540         6749         6283         4916 
## 1.939779e-04 4.408683e-06 6.466910e-04 3.094606e-06 9.219258e-05 
##         2719         5263         2001         4650         6224 
## 8.547214e-07 1.216855e-03 3.438279e-05 2.308298e-07 2.325405e-05 
##         8186         2535         5771         3956         1744 
## 7.028370e-06 4.039288e-05 1.506225e-05 7.160095e-05 1.413385e-05 
##         2998         3502         2925          290         1884 
## 1.031387e-04 6.591316e-05 1.124070e-03 2.741363e-05 3.422615e-05 
##         9160         8071         6943          473         5525 
## 5.198917e-06 1.187680e-04 6.415785e-05 2.831363e-04 8.878738e-05 
##         4843         2963         1416         9557         1508 
## 3.535976e-06 2.153563e-05 1.265641e-05 6.071127e-06 1.540841e-05 
##         9455         4094         5549         7533         3980 
## 1.302744e-04 3.181928e-04 9.421644e-05 2.479921e-05 3.108206e-05 
##         2681         9900         4152         4628         8913 
## 2.547223e-05 8.875092e-05 7.733178e-06 1.369326e-05 8.061736e-06 
##         5600         9932         8572         2035         9424 
## 1.020606e-04 2.035792e-04 9.123148e-05 1.114126e-05 1.440823e-04 
##         1257         5090         7887         6368         8738 
## 1.379832e-03 1.903153e-04 5.389161e-04 1.041413e-06 4.547355e-04 
##         9062         5891         5687         9438         6948 
## 2.607699e-05 8.311038e-05 1.535812e-04 2.228406e-05 3.231542e-05 
##         7897         6648         3315         5495         1924 
## 1.529392e-04 2.829636e-04 2.325043e-05 5.104279e-04 8.483178e-06 
##         1557         4165         1066         3909         4444 
## 2.016740e-04 1.074461e-04 1.358210e-04 4.184279e-05 5.210473e-06 
##         3807         3666         3709         9700          855 
## 1.154125e-05 7.285989e-06 1.377957e-04 1.577463e-05 1.928099e-07 
##         1540         5616         7053         8086         5934 
## 8.964702e-07 1.513442e-04 2.466827e-04 3.271475e-06 2.257556e-04 
##         7309         1335         7411         7635         8104 
## 4.083343e-06 6.246348e-05 1.618941e-05 2.372916e-06 1.182358e-04 
##         6954         6043         1063         4523         8057 
## 2.257476e-05 3.658034e-04 2.373199e-04 4.996118e-05 9.390975e-05 
##         4134         6550         8188          412         8092 
## 3.907193e-07 2.543176e-05 9.032017e-05 1.208285e-04 1.717322e-04 
##         7487         9004         2284         3741         7735 
## 7.865436e-05 3.391427e-05 2.038733e-06 3.278649e-04 1.201153e-05 
##         8885         8380         3244         9271         2151 
## 7.466844e-06 2.220655e-05 1.048273e-05 5.214008e-06 4.621964e-04 
##         8154         3052         5369         2181         2729 
## 7.741545e-06 6.232607e-05 4.258642e-04 1.223628e-05 4.806055e-05 
##         7128         4646         4711         4533         3103 
## 3.798080e-04 1.144330e-04 1.482858e-04 3.487681e-05 2.904078e-04 
##         6324         3507         5779         2301          815 
## 4.767972e-05 4.055357e-05 2.389169e-05 1.844013e-03 2.726885e-05 
##         6151         9657         5828         7264         3382 
## 1.948086e-04 8.273642e-05 3.218824e-06 1.306233e-04 1.639815e-04 
##         7480         1425         1573         7120         1197 
## 3.751355e-05 1.289845e-04 1.611284e-05 4.443875e-05 2.449730e-08 
##         3192           25         3916         7836         6559 
## 1.578906e-04 1.231049e-04 4.869660e-07 1.112988e-04 1.093572e-04 
##         7745         3759          213         1544         4651 
## 3.735500e-07 1.208129e-04 1.948463e-03 3.845155e-06 1.619849e-04 
##         5167         5545         9450         3689         5100 
## 8.390663e-06 2.721903e-03 7.494001e-05 6.073365e-05 2.799056e-06 
##         2210         8291         4491          853         5252 
## 3.250352e-05 4.162560e-06 2.932963e-05 2.646622e-05 1.278033e-03 
##         5035         5206          779         8391          856 
## 8.593865e-05 1.423016e-06 1.446165e-04 3.975259e-05 2.602371e-05 
##          110         7845         1945         8325         1536 
## 4.329780e-05 1.362346e-03 9.248633e-04 3.396132e-06 6.620679e-05 
##         7717          389         7694         7171         1326 
## 9.136938e-10 4.002647e-04 2.630420e-08 5.727607e-05 1.064574e-05 
##         1928           90         2406         5046         5672 
## 2.736038e-04 9.759369e-05 2.008742e-04 3.439064e-04 7.649665e-05 
##         5153         7981         7776         7421         3199 
## 2.180932e-04 4.165770e-05 5.055341e-04 2.196699e-04 4.070594e-04 
##         5409         1660         2820         3407         7417 
## 4.655638e-05 4.082629e-05 3.305165e-05 2.147967e-05 1.952055e-06 
##         2974         8753         4674         1748         1950 
## 1.098129e-05 9.294150e-13 2.653303e-05 4.033152e-06 5.451676e-05 
##         5720          451          926         2032         1913 
## 5.867540e-06 3.416383e-06 7.224056e-05 1.185813e-06 5.748744e-05 
##         1027         7242         7380          865         5908 
## 8.870035e-05 2.247984e-06 2.638731e-04 1.652269e-04 5.349111e-06 
##         2470         5893         6850         3642         8238 
## 4.341353e-05 7.593924e-05 7.815232e-05 1.059237e-04 4.215009e-04 
##         4327          321         5138          246         1541 
## 5.616340e-05 1.216608e-04 2.397322e-04 5.877839e-04 2.541759e-04 
##         4601         8281         8952         9750         1409 
## 1.580089e-05 1.204788e-04 4.551199e-05 7.167553e-05 5.821659e-04 
##         5173         9908         8642         6916         1307 
## 1.378380e-05 6.458650e-04 1.180527e-04 6.908339e-05 1.240902e-05 
##         9121         1068         9443         9078         3762 
## 3.259694e-05 4.053771e-04 5.047216e-05 9.546783e-06 4.519422e-05 
##         8780         2992         6379         2459         2649 
## 1.100718e-05 6.185584e-05 1.679975e-04 4.254987e-04 8.964608e-05 
##         9233         7258         7058         4862         8775 
## 5.238950e-05 3.062163e-04 5.052220e-07 8.065796e-06 4.220738e-05 
##         1854         3171         2273         5521         9880 
## 3.462125e-05 7.776784e-05 1.915281e-05 3.161796e-05 1.101293e-04 
##         4264         2420         9590         8731         7638 
## 5.259507e-04 1.349567e-03 5.260670e-05 4.386178e-06 4.837194e-05 
##         1180         9956         2204         7401         3501 
## 1.862067e-04 1.109893e-06 5.303672e-04 3.241996e-05 8.013292e-05 
##          465         1587         9600         9207         4004 
## 2.367368e-04 4.837623e-05 1.731766e-04 2.766620e-04 3.901633e-05 
##          487         8721         1290         2226         2490 
## 8.507901e-06 3.168243e-05 1.548671e-04 3.249545e-05 1.326106e-04 
##         1801         7582         1608         3289         7317 
## 1.374632e-06 4.524751e-05 1.206052e-04 4.175853e-05 5.689571e-06 
##         8842          889            3         3210         3626 
## 3.972123e-05 1.699166e-05 2.292996e-04 2.580242e-10 4.866030e-08 
##         4910         4211         2402         9774          910 
## 1.463129e-04 1.256968e-04 7.284790e-05 4.043284e-05 3.957495e-06 
##          739         9444         6254         6933         3944 
## 5.593220e-05 5.935531e-05 1.020646e-04 7.486817e-05 2.122086e-04 
##         3061         6988         2083         2892         1873 
## 9.981261e-05 2.844019e-05 7.757116e-05 2.437967e-04 7.690776e-05 
##         6747         9874         5142         9206         1566 
## 4.338647e-05 3.121082e-05 6.623124e-05 7.282526e-05 3.124895e-05 
##         5578         7660         8965         7868         4439 
## 6.347699e-05 6.686962e-05 7.867653e-09 4.590775e-05 9.900026e-05 
##         2794         8016          526         6038          958 
## 1.492732e-05 1.410389e-05 1.215065e-04 3.069979e-04 8.899983e-05 
##         3628         4009         6162         1496         9222 
## 2.398004e-04 3.865130e-06 5.598635e-05 2.772407e-04 2.885442e-04 
##         6438         5315         5859         8094          870 
## 1.606597e-06 7.914828e-05 3.940097e-04 1.393718e-04 4.743135e-05 
##         8706         6571         5450          670          310 
## 4.261088e-05 1.400507e-04 9.706399e-06 2.951046e-06 1.108850e-04 
##         4052         4014          227         7515         9904 
## 7.914530e-05 1.811327e-05 6.371041e-05 1.644025e-06 5.286914e-04 
##         5465         8757         2240         1970         4564 
## 2.700794e-04 1.964902e-05 1.402007e-04 2.204010e-05 1.302437e-03 
##         4035         1904         7213         3528         2009 
## 8.888934e-05 7.376796e-04 1.094610e-04 1.575684e-05 7.209217e-04 
##         3671         7977         8469          371          981 
## 1.155996e-04 4.417073e-04 6.503321e-05 3.074661e-05 1.017875e-04 
##         2538         5000         7393         6049         9821 
## 3.100380e-05 1.423340e-06 2.675140e-05 1.024778e-07 2.267516e-06 
##         9536         1287         5535         2268          280 
## 1.878721e-05 7.210382e-06 2.169660e-04 2.010792e-04 3.696148e-05 
##         8992         5106         3761         2679         7791 
## 7.374109e-06 8.411297e-04 3.981568e-04 6.239433e-05 1.432765e-04 
##         8301         2684           93          103         3875 
## 6.037638e-04 1.581830e-04 2.632076e-06 2.757657e-04 3.476935e-04 
##         8560         2847         4834         1185         4886 
## 6.581284e-06 7.127320e-05 4.592276e-05 1.421673e-04 4.319418e-05 
##         4722         4614         2761         9448          921 
## 1.921714e-07 4.430976e-04 2.333258e-05 4.103854e-06 9.840678e-05 
##         7920         8543         5290         9775         3249 
## 7.267492e-05 8.785006e-05 1.338500e-05 1.995565e-04 1.802895e-04 
##         3197         6473         2532         7947         3878 
## 2.317107e-04 1.277570e-06 4.043195e-06 1.873521e-05 8.022865e-05 
##         7774         7998         2156         6418         7088 
## 3.716305e-05 1.673626e-05 8.689382e-05 3.817861e-06 2.537650e-06 
##         7765         8926         3513         6942         7476 
## 4.428597e-04 3.568788e-04 1.841285e-04 4.425302e-04 5.199511e-04 
##         1310         3695         9971         6812         4773 
## 7.666642e-05 8.167613e-05 6.186056e-05 4.254628e-05 2.109175e-05 
##         9236         4406         5120         9182         6951 
## 5.461847e-05 3.139542e-04 1.386427e-06 1.345590e-04 1.202819e-04 
##         6244         6813         8699         4282         5860 
## 6.289934e-06 2.115880e-05 3.313979e-05 3.305729e-04 5.375382e-05 
##         6898         3248         9164         7115         1029 
## 2.192186e-03 1.088684e-05 4.822711e-04 7.520615e-07 2.275441e-04 
##         5230         8589         3830         1192         5755 
## 1.253880e-04 4.198018e-04 3.363228e-05 1.011267e-05 2.061361e-04 
##         7829         9106         1006         8526         4269 
## 1.816470e-04 4.527288e-06 1.385111e-04 2.173794e-04 1.961741e-03 
##          484         3738         8209         6094         9376 
## 4.715199e-05 5.241447e-05 2.265573e-04 4.368055e-04 4.289534e-05 
##         7725         5841         8772         2877         6427 
## 3.923072e-05 3.651622e-04 1.893844e-04 3.184084e-04 2.589734e-05 
##         4504         3250         9415         1651         9510 
## 8.664146e-05 9.534706e-05 4.001202e-05 9.961292e-05 1.962678e-05 
##         9270         5911         6501         5108         2835 
## 4.592802e-05 5.299278e-05 2.529841e-05 3.769524e-04 3.575748e-04 
##         7511         8879          298         7831         1202 
## 8.376365e-05 6.222104e-05 3.496110e-07 1.148293e-05 3.334717e-07 
##         8320         7321         9461         7858         1792 
## 7.461180e-05 3.306158e-04 4.613432e-05 1.293506e-04 3.596022e-05 
##         8352         2595         2269         4058         9969 
## 2.273220e-05 2.433873e-04 5.353477e-04 1.262034e-03 1.872400e-04 
##         3321          893         9524         6372         4747 
## 8.588180e-05 1.322246e-04 7.276513e-07 1.210183e-05 3.262581e-05 
##         1232         4239         2589         9886         4546 
## 1.421979e-04 5.319325e-05 1.420938e-05 1.649321e-05 1.113541e-04 
##         9725         8996         4484         8777         7382 
## 1.204594e-04 2.779255e-05 9.462744e-07 1.648663e-04 1.526430e-04 
##         1874         3682         1016         5339         1697 
## 5.683738e-04 1.380849e-04 3.186910e-06 6.077050e-06 5.025804e-05 
##         8935         2951         7246         9139          869 
## 1.637750e-04 2.501167e-04 1.674511e-04 9.247682e-05 1.660124e-06 
##         1850         3740         2109         7518         7871 
## 9.685016e-05 2.551915e-05 3.919202e-08 6.341401e-04 7.083320e-04 
##         6095         7995         8821         1463         6230 
## 2.159118e-06 1.291697e-04 7.523407e-06 2.362790e-05 1.319693e-05 
##         8347         6655         4940         1114         3107 
## 6.800298e-03 1.747059e-05 1.308015e-04 1.102939e-04 1.684452e-07 
##         8235         7452         7467         1820         1214 
## 1.494768e-08 4.148750e-04 1.481919e-03 1.086998e-04 1.246941e-04 
##         1851         8146         7535         2067         3302 
## 4.552938e-06 6.363123e-06 8.319096e-04 2.000747e-04 5.376400e-04 
##         5715         5171         8020         7483         3459 
## 5.350422e-06 8.966762e-05 1.211331e-04 5.569756e-04 1.202161e-06 
##         7809         1000         5441         7325         7642 
## 2.894691e-06 1.396228e-04 1.099665e-04 1.672445e-04 4.586322e-05 
##         1957         5400         1134         3623          494 
## 2.748356e-05 1.312749e-04 7.820340e-05 2.599535e-06 3.266076e-04 
##          355         2911         9406          327         3901 
## 4.593177e-05 6.316868e-05 1.755555e-04 4.076307e-05 7.924966e-06 
##         2913         9345         2944         1098         9269 
## 8.084320e-08 2.170095e-05 2.930674e-04 1.482292e-05 4.079026e-04 
##         4813         1242         6873         2833         3162 
## 1.566001e-05 1.573988e-04 3.170810e-06 7.404680e-05 6.964869e-05 
##         9467         3869         3945         4248         6708 
## 1.165593e-05 8.631038e-06 7.350624e-05 6.069791e-05 1.717149e-04 
##         2113         2476         3251         7687         6805 
## 5.079472e-04 1.348317e-04 2.714213e-04 5.030860e-05 1.848276e-05 
##         8941         4270         3798         9224         4595 
## 2.192855e-05 5.315657e-05 3.374159e-06 8.552880e-05 6.989845e-06 
##         4027          655         1598         4975         5693 
## 9.855108e-04 6.023090e-05 3.887991e-05 1.968766e-05 1.397134e-05 
##         6693         2514         1249         7286         6009 
## 1.527489e-04 1.670551e-04 1.370297e-04 9.796081e-05 1.988761e-05 
##         6267         6545          297         8608         5191 
## 1.252514e-03 1.553723e-04 1.388671e-04 4.600780e-04 2.172980e-04 
##         7229         7757         5694         7391          362 
## 5.557685e-05 3.571924e-05 1.622594e-06 1.907749e-05 1.034291e-05 
##         7358         7158         3929         8340         3450 
## 8.548595e-06 2.340208e-04 7.555120e-06 1.338431e-06 4.018364e-05 
##         8508         5279         9100         1243         5511 
## 2.255664e-04 4.468265e-06 2.211131e-05 2.316001e-04 5.745754e-07 
##         4346         5796         5130         5060         8703 
## 3.075738e-04 1.167143e-04 2.284942e-04 1.527700e-04 8.003356e-05 
##         2038         5122         5208         7446         1700 
## 6.203505e-05 1.064864e-05 2.424010e-05 1.623170e-04 8.965601e-05 
##         9558         8420         6293         2971         5601 
## 7.503005e-05 2.558890e-04 1.088993e-04 4.897624e-05 4.513481e-06 
##         5458         8841         4371         7261         3272 
## 1.679466e-04 5.128558e-07 3.391425e-06 2.444167e-04 5.457669e-06 
##         1337         4967         2120         7021         6176 
## 3.654472e-04 2.823296e-05 9.652105e-06 2.414767e-05 9.257157e-05 
##         5550         9664         2548         5480         4056 
## 8.764407e-05 1.331821e-04 3.325602e-04 1.179611e-06 4.976246e-06 
##         9707         8019         2097         1887         5195 
## 1.033238e-08 5.041289e-05 1.125587e-04 1.396475e-04 1.125603e-04 
##         7955         1774         4501         1908         2431 
## 6.041813e-06 7.938673e-04 4.482695e-04 3.651609e-04 5.806602e-04 
##         4412         8329         5226         9178         5099 
## 2.437146e-07 2.612048e-04 3.306014e-05 2.607849e-05 2.628177e-06 
##         9165         6265         1665         8331         4680 
## 4.006141e-06 8.834580e-05 7.076537e-04 1.133730e-04 7.291756e-07 
##         1439         4006         4252         4344         5097 
## 7.613891e-06 7.736924e-07 1.180180e-04 3.494147e-04 3.331061e-05 
##         6398         5980         2334         8696         2639 
## 3.865969e-05 3.877764e-07 1.053098e-04 2.871971e-04 1.100358e-04 
##         2043         3839         8980         5454         9168 
## 2.550381e-05 3.616358e-05 1.257717e-07 6.880365e-06 5.610474e-05 
##         8002         7527         3575         5056         8691 
## 6.051189e-05 4.011800e-05 9.590376e-06 5.408312e-05 2.246809e-04 
##         2760         5951         2225         1055         2855 
## 5.381546e-06 1.060779e-04 2.135464e-05 1.368450e-04 6.840512e-05 
##         1481         6102         1453         1139         6411 
## 3.466526e-05 4.275687e-04 2.273170e-04 4.815169e-08 1.299227e-04 
##         7249         7902          742         1419         2005 
## 1.040119e-08 5.713523e-05 3.792120e-06 1.938151e-06 2.270850e-05 
##         8472         2455         5800         8083         3673 
## 5.090144e-04 1.372504e-04 1.230302e-04 4.580344e-05 2.331383e-04 
##         8892         1228         2912         4100         7882 
## 1.907926e-05 1.661512e-04 1.388309e-04 1.097202e-04 1.474355e-05 
##         7081         4869         6709         1619         2203 
## 1.186996e-05 2.693260e-05 1.604507e-04 6.238048e-06 1.220168e-07 
##         1794         2137         1420         1267         8001 
## 2.078237e-06 5.395465e-12 1.192000e-04 1.582151e-04 6.908901e-05 
##         7667         9998         8286         5190         2400 
## 6.900450e-06 2.116772e-03 1.949000e-04 7.580644e-04 8.090327e-04 
##         3453         9306          947         8997         7397 
## 6.154270e-05 3.421628e-04 5.266592e-04 5.685279e-05 1.377769e-04 
##           80         7104         4403         2248         8064 
## 1.418049e-04 6.229422e-05 1.769039e-03 4.475676e-05 3.295826e-04 
##         8024         1207         9709         1942          667 
## 4.149224e-05 1.205100e-05 7.104598e-06 4.688163e-05 1.288479e-05 
##          650         5628         2603          466         7339 
## 9.617283e-05 2.225599e-05 1.206472e-04 6.743937e-05 5.558621e-05 
##         5111         3584         7951         9283          662 
## 1.599657e-04 1.060368e-03 1.756013e-03 1.381123e-04 2.401632e-03 
##         8716         7846         4150         8975          888 
## 5.504900e-05 1.687230e-05 9.509910e-07 6.367732e-05 1.900973e-05 
##         5865         7889          411         1272          102 
## 5.006562e-05 3.502746e-04 5.736031e-05 8.388277e-05 1.843129e-06 
##         2205         3178         5531         6238         2645 
## 6.061548e-05 1.961282e-07 7.334898e-05 1.275158e-04 3.448651e-05 
##         5366         7865         4149         4167         1849 
## 7.776140e-05 7.646609e-05 3.774067e-04 3.566961e-04 2.136436e-04 
##         3894         2031         1248          380         7204 
## 6.788758e-06 2.238869e-05 3.408815e-06 1.015805e-05 4.369703e-03 
##         7370         3856          887         3833         3818 
## 2.179008e-05 2.824576e-04 4.543040e-04 1.147142e-04 2.751840e-04 
##         3257         8428         1766         1571         9749 
## 2.135273e-04 9.358113e-05 3.268871e-05 8.531076e-05 2.523345e-05 
##         3652         1136         9490         3283         6125 
## 4.027364e-05 7.288362e-05 2.555477e-05 1.545508e-04 2.416558e-08 
##         6910         4060         8500         1386         8747 
## 8.831395e-05 3.572501e-04 5.121848e-07 5.461973e-07 1.297699e-04 
##         9646         4423         3219         5266         7502 
## 1.321115e-03 1.196545e-03 6.826300e-06 7.662443e-06 2.035481e-05 
##         9759         7583         1514         3937         4669 
## 1.803851e-04 2.032533e-04 2.879821e-04 6.706928e-07 2.586022e-04 
##         6480         6338         1341         1580         6695 
## 9.849895e-04 3.513976e-03 3.402567e-04 3.566867e-04 1.454166e-07 
##         6078         9781         4634         5502         1081 
## 1.368879e-05 5.183018e-06 4.671627e-10 9.473804e-05 4.003927e-05 
##         2004         7098          922         7632          845 
## 2.674260e-04 1.151187e-04 2.509705e-03 6.994178e-06 7.695408e-05 
##         7950         1037         5053         2444         5251 
## 5.189236e-05 1.448728e-05 2.213978e-04 1.757133e-04 3.242023e-03 
##         7880         2350         8040         9357         6423 
## 1.144209e-06 1.565736e-05 2.019047e-05 5.008355e-09 1.031551e-05 
##         1221         3705         7783         4610         5249 
## 1.802098e-05 8.422158e-05 7.076688e-07 7.778502e-05 1.137828e-05 
##          759         9986         8264          771         1312 
## 8.926559e-08 2.067669e-04 2.935906e-05 7.578524e-05 1.437834e-04 
##         8402           91         4907         1991         7461 
## 1.488198e-04 4.092873e-05 2.210828e-04 2.731525e-05 2.036054e-04 
##         3725         6347         1075         9642         2436 
## 2.276999e-04 2.745747e-03 8.479179e-06 2.998970e-05 9.192722e-10 
##         9066         7748         7996         4266         9582 
## 2.614601e-05 5.604656e-06 3.379820e-04 2.221602e-05 2.482677e-06 
##         2642         2621         6958         5175         8641 
## 1.091873e-03 1.725542e-04 6.615206e-07 5.531720e-06 1.776460e-07 
##         1937         9500         4566         9814         7300 
## 1.249161e-04 1.680539e-04 6.901211e-08 1.289994e-06 2.076625e-05 
##         2468         7777         5837         5273         5312 
## 4.447056e-07 3.853907e-04 9.163229e-05 1.108769e-04 1.898042e-05 
##         9779         3904         9145         7751         5311 
## 1.099414e-04 5.166298e-06 7.502049e-04 2.605903e-04 7.850640e-04 
##         4937         7878         5354          175         5415 
## 1.755174e-05 7.499108e-07 2.013105e-04 1.465223e-06 5.118998e-05 
##         2363         6308         1034         9470         2653 
## 3.434692e-05 1.850317e-07 3.227223e-05 8.919064e-06 8.072801e-05 
##         2540         9158         6188           72         7374 
## 1.878571e-07 7.866008e-06 7.539160e-05 2.727789e-05 1.862678e-03 
##         8362         6967         8863         1394         1808 
## 1.100386e-03 1.093988e-04 4.838360e-05 2.593635e-04 3.811410e-05 
##          649         4815          388         2850         1681 
## 1.238051e-04 6.344548e-04 3.513389e-05 3.990239e-06 5.219381e-05 
##         4113          795         7758         6174         9458 
## 4.542931e-04 7.656234e-05 4.153443e-04 1.127980e-04 8.441476e-05 
##         8413         6828         7235         3788         8884 
## 7.656792e-04 1.667297e-06 7.063902e-06 1.923048e-04 2.074962e-05 
##         7962          238         1385         5467         7078 
## 2.696423e-07 5.848907e-05 2.140504e-05 7.914123e-05 2.425413e-07 
##          441         7453         1080         5922         3268 
## 1.031538e-03 3.757104e-05 1.543811e-04 8.682999e-06 1.226949e-06 
##         6391         9213         7200         3903         8734 
## 8.023797e-06 1.510012e-06 2.019748e-04 7.203985e-08 9.394723e-05 
##         9653         6495         6652         5329         3540 
## 5.245717e-05 1.617346e-03 4.523755e-06 7.325648e-05 1.192764e-05 
##         2430         6776         6037         6117         9967 
## 1.739475e-06 5.597665e-05 1.505194e-04 4.819756e-05 1.013014e-05 
##          778         6759         9864         8257         7788 
## 1.670736e-04 4.352197e-05 3.932689e-06 3.625850e-05 2.164503e-06 
##         4635         3500         6704         8112         9248 
## 2.757672e-05 2.554923e-06 2.337509e-04 1.249668e-04 2.239122e-07 
##         5973         9043         5651         8878         8914 
## 2.090065e-06 1.880362e-04 1.632367e-04 3.959347e-05 2.962489e-05 
##         6413         4810         1383         5051         6217 
## 9.595950e-06 8.156070e-05 2.343936e-03 2.137054e-05 8.894810e-05 
##         3838         5306          226         8745         8172 
## 6.254931e-05 1.222391e-04 2.863696e-05 8.170848e-06 2.103503e-05 
##         3567         4394         9921         9219         2493 
## 4.058738e-05 2.184958e-07 4.911840e-05 1.513991e-04 6.199113e-04 
##         4787         9202         2409         8122         1308 
## 1.810823e-05 7.114127e-05 7.157955e-05 1.939165e-04 1.884749e-04 
##         2989           21         4057         2875         9354 
## 1.018609e-04 4.897417e-05 5.214197e-05 6.822980e-05 4.805854e-04 
##         2233         3179          651         9088         2365 
## 2.020992e-04 1.342917e-04 3.043277e-04 5.180844e-04 1.451066e-07 
##         6935         3320         8528         4893         4838 
## 1.852695e-05 1.689905e-05 3.763461e-05 9.321998e-09 1.632759e-05 
##         7001         6731         3209         3160          974 
## 9.329432e-05 6.195079e-05 6.136646e-04 1.605570e-04 2.031344e-06 
##         2651         2638         8740          948         9562 
## 9.960754e-05 3.427582e-05 3.807421e-04 3.472597e-05 6.866732e-05 
##         8767         8584         8774         6996         8193 
## 2.042424e-04 3.699373e-05 1.578742e-04 5.482068e-06 5.205531e-05 
##         4325         9716         4286         5225         7614 
## 1.504732e-04 5.709855e-05 7.803006e-05 4.122879e-04 1.492606e-05 
##         7256         5228         3031         2498           60 
## 7.564848e-05 6.971947e-05 4.216006e-06 1.694740e-06 7.159788e-05 
##         5283         5079         3780         2965         9241 
## 1.959352e-05 2.562939e-04 2.248018e-05 3.603867e-07 4.159055e-04 
##         4136         2192         2195         5770         8847 
## 1.698163e-04 1.567511e-05 8.757468e-05 2.153631e-04 2.124623e-05 
##         2533         5940         5052         9654         9176 
## 1.680023e-05 2.357128e-05 2.170136e-05 1.800666e-06 1.321085e-06 
##         2335         8032         9023         4260         1692 
## 9.106947e-05 2.611544e-04 3.733621e-05 7.348351e-07 1.298175e-05 
##         5674         1470         1755         5381         5835 
## 6.621162e-04 2.755950e-05 1.224943e-04 1.665968e-06 1.214270e-04 
##         8893          304         5141         2168         7303 
## 2.836472e-05 3.139509e-05 1.163690e-05 8.621672e-05 5.265708e-04 
##         2364         5147         8494         8044         5620 
## 4.376445e-05 1.032772e-03 2.097444e-06 4.078986e-06 1.335469e-03 
##         4077         9083         4424         5804         3472 
## 1.000886e-04 9.876702e-06 3.357805e-05 2.232024e-04 1.449073e-04 
##         5596         8811         6252         1745         2770 
## 2.238001e-06 4.042281e-05 2.362917e-04 1.361672e-04 5.841400e-05 
##         4963         4171         9822         8203         6771 
## 2.313754e-04 3.842917e-05 3.527714e-04 1.437378e-06 1.753333e-04 
##         8593          447          892         8782         9410 
## 2.940702e-05 9.289760e-06 2.502325e-04 1.315188e-04 7.850448e-05 
##         4913          158         6343         9162         7744 
## 1.187467e-04 2.786619e-04 9.736616e-07 3.361345e-06 1.396638e-03 
##         3379          691         5423         4851           18 
## 9.178043e-05 1.336523e-04 3.985573e-05 2.002384e-05 6.153169e-07 
##         5417         2419         1861         5428          392 
## 4.335326e-06 3.833517e-06 4.171817e-06 1.307325e-05 6.395296e-05 
##         8323         1927          960         4298         1019 
## 3.734899e-05 7.261628e-05 3.655594e-06 5.050795e-04 1.862574e-07 
##         5303         4731         6183         4317         2276 
## 1.270143e-04 6.212847e-05 5.534235e-04 2.081649e-06 1.182279e-05 
##         3069         7639         4877         4889         9737 
## 1.478964e-05 9.050989e-04 2.142260e-04 9.889028e-07 3.733916e-05 
##         3397          404         7526         9009          903 
## 1.411671e-05 3.851893e-06 5.143015e-05 1.708178e-03 7.472253e-06 
##         4219         3408         8574         8713           96 
## 1.012806e-04 5.512897e-06 4.112630e-04 1.138835e-04 9.209195e-06 
##         1550         3147         5103         6322         2737 
## 2.201192e-05 5.669865e-05 1.003557e-05 1.856459e-05 1.601390e-06 
##         2148         4835          137         4949         7360 
## 1.649584e-04 1.343548e-04 1.090687e-04 1.950438e-05 4.239880e-06 
##         4287         4247         9135         6566         5387 
## 9.537473e-06 8.769655e-05 7.807977e-05 1.860768e-04 1.768244e-04 
##         2413         8568         9917         4302         8712 
## 2.687195e-04 9.758869e-06 2.481650e-04 1.445908e-07 4.075761e-05 
##         5773         6264         5636         6298         2915 
## 5.118979e-04 1.214170e-04 5.442296e-05 1.673649e-04 1.466398e-03 
##         4308         8615         4373         9568         7493 
## 3.334525e-05 2.787920e-04 1.421553e-05 5.686080e-06 3.079436e-04 
##         2162         3923         9845         8037         6130 
## 1.158146e-05 1.004805e-04 9.396593e-08 3.994660e-04 1.770117e-05 
##         2411         3758         1186         3114         7241 
## 4.399840e-06 1.270157e-06 6.095471e-05 2.712518e-04 1.382759e-06 
##         3465         3369         5335         5477         1724 
## 1.150467e-05 1.933215e-04 2.630981e-07 1.496484e-04 9.484971e-06 
##         1886         1251          472         2860         9356 
## 1.353277e-05 3.906969e-05 6.183769e-05 1.705640e-04 9.082086e-06 
##         4273          228         3941          849         3884 
## 2.145415e-04 8.304781e-05 1.634946e-04 8.226472e-05 1.098004e-04 
##         2157         3187         1047         8436         7605 
## 4.162555e-05 8.586740e-05 5.179697e-05 2.087838e-04 3.863797e-05 
##         5222         1491          942         3732         3840 
## 6.027706e-08 5.757649e-04 5.661612e-05 8.969971e-04 1.434938e-05 
##          580         4177          334         7812         1796 
## 3.282293e-04 3.130300e-05 2.298187e-04 2.015570e-04 4.325022e-05 
##         7424         7293         8812         7197         4063 
## 5.765518e-06 2.882148e-04 1.763060e-04 1.567073e-04 1.897416e-08 
##         1959         1772         8604         7353         8678 
## 2.049385e-05 1.410146e-04 1.575799e-03 9.345829e-05 2.293815e-03 
##         5377         4932         7732         1652         9120 
## 2.705250e-05 3.050074e-07 7.411941e-05 4.059162e-06 6.365558e-08 
##         6425         5260         7867         6836         4319 
## 9.489343e-05 3.589775e-04 3.424785e-04 7.406678e-05 1.121568e-04 
##         5640         4516         1212          234         4653 
## 2.942854e-05 8.143681e-05 5.539998e-06 2.275112e-03 3.662987e-05 
##         4958         7010         6486         9698         5164 
## 1.681599e-05 5.145189e-05 8.811104e-04 9.895040e-05 1.544583e-06 
##         5401         7160         1172         5605         4209 
## 4.652101e-05 1.614021e-04 5.920417e-04 1.061814e-05 2.083953e-05 
##         1875         7436          271         6028         9571 
## 9.549018e-06 2.292029e-06 9.212449e-06 2.302294e-04 1.614632e-04 
##         5359         5834         3659         5398         5069 
## 6.043355e-04 4.767967e-05 5.500156e-05 4.694511e-05 1.019493e-04 
##         1642          714         8785         1233         4361 
## 9.043846e-04 3.724961e-06 9.135027e-05 2.421069e-04 6.284599e-05 
##         1837         6620         4388         8931         6599 
## 2.995406e-04 2.674700e-04 1.887765e-04 1.543656e-04 1.514986e-08 
##         1693         3074         3927         7034         1817 
## 6.465640e-06 4.721989e-06 2.374528e-05 2.096664e-05 2.243970e-05 
##         4462         8698         6782         7460         3782 
## 3.795559e-05 7.151388e-05 3.162887e-04 1.997300e-06 9.248060e-05 
##          315         8169 
## 1.068044e-04 5.292948e-06

Test

if (algo.forward == TRUE){
  test.model(model.forward, data.test, "Forward Selection")
}
## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   111.4   121.7   125.2   125.2   128.7   143.4 
## [1] "Forward Selection Test MSE: 95.6720383423728"

Forward Selection (w/ filtered train)

Train

if (algo.forward == TRUE){
  t1 = Sys.time()
  
  model.forward2 = step(model.null2, scope=list(lower=model.null2, upper=model.full2), direction="forward", trace = 0)
  print(summary(model.forward2))
  #saveRDS(model.forward,file = "model_forward.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Forward Selection: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.forward2, data.train2)
}
## 
## Call:
## lm(formula = y3 ~ sqrt.x18 + x7 + stat98 + stat110 + x9 + x4 + 
##     x10 + x16 + x17 + x8 + stat14 + x11 + stat172 + x21 + stat128 + 
##     stat26 + stat41 + stat4 + stat146 + stat23 + stat54 + stat127 + 
##     stat87 + stat100 + stat99 + stat141 + stat15 + stat38 + stat50 + 
##     stat70 + stat13 + stat62 + stat144 + x23 + stat156 + stat3 + 
##     stat39 + x13 + stat35 + x5 + stat91 + stat167 + stat207 + 
##     stat194 + stat92 + stat34 + stat216 + stat73 + stat10 + stat33 + 
##     x6 + stat149 + stat214 + stat80 + stat60 + stat61 + stat48 + 
##     stat5 + stat183 + stat43 + stat46 + stat175 + stat199 + stat95, 
##     data = data.train2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -17.9225  -5.1249  -0.9933   4.6601  21.1984 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  8.562e+01  1.955e+00  43.805  < 2e-16 ***
## sqrt.x18     7.127e+00  2.102e-01  33.907  < 2e-16 ***
## x7           3.290e+00  1.428e-01  23.035  < 2e-16 ***
## stat98       9.302e-01  5.457e-02  17.048  < 2e-16 ***
## stat110     -8.844e-01  5.536e-02 -15.974  < 2e-16 ***
## x9           9.363e-01  7.425e-02  12.610  < 2e-16 ***
## x4          -1.601e-02  2.026e-03  -7.901 3.31e-15 ***
## x10          4.360e-01  6.895e-02   6.323 2.76e-10 ***
## x16          2.616e-01  4.811e-02   5.438 5.62e-08 ***
## x17          4.053e-01  7.285e-02   5.563 2.77e-08 ***
## x8           1.604e-01  3.325e-02   4.825 1.44e-06 ***
## stat14      -2.740e-01  5.487e-02  -4.993 6.11e-07 ***
## x11          6.695e+07  1.653e+07   4.049 5.20e-05 ***
## stat172      2.020e-01  5.543e-02   3.645  0.00027 ***
## x21          3.396e-02  9.472e-03   3.585  0.00034 ***
## stat128     -1.668e-01  5.552e-02  -3.005  0.00267 ** 
## stat26      -1.653e-01  5.559e-02  -2.974  0.00295 ** 
## stat41      -1.541e-01  5.520e-02  -2.792  0.00526 ** 
## stat4       -1.461e-01  5.600e-02  -2.609  0.00910 ** 
## stat146     -1.538e-01  5.598e-02  -2.747  0.00603 ** 
## stat23       1.302e-01  5.518e-02   2.359  0.01837 *  
## stat54      -1.571e-01  5.619e-02  -2.795  0.00521 ** 
## stat127     -1.381e-01  5.536e-02  -2.494  0.01267 *  
## stat87      -1.357e-01  5.587e-02  -2.428  0.01521 *  
## stat100      1.365e-01  5.567e-02   2.452  0.01424 *  
## stat99       1.242e-01  5.590e-02   2.221  0.02638 *  
## stat141      1.159e-01  5.525e-02   2.098  0.03593 *  
## stat15      -1.468e-01  5.484e-02  -2.677  0.00744 ** 
## stat38       1.339e-01  5.555e-02   2.411  0.01594 *  
## stat50       1.238e-01  5.510e-02   2.246  0.02472 *  
## stat70       1.269e-01  5.520e-02   2.299  0.02152 *  
## stat13      -1.207e-01  5.540e-02  -2.178  0.02944 *  
## stat62      -1.285e-01  5.568e-02  -2.308  0.02106 *  
## stat144      1.107e-01  5.524e-02   2.005  0.04502 *  
## x23          1.543e-01  7.377e-02   2.092  0.03649 *  
## stat156      1.119e-01  5.575e-02   2.008  0.04470 *  
## stat3        1.087e-01  5.549e-02   1.959  0.05017 .  
## stat39      -1.011e-01  5.533e-02  -1.828  0.06761 .  
## x13          3.415e-02  1.691e-02   2.019  0.04352 *  
## stat35      -1.181e-01  5.588e-02  -2.113  0.03467 *  
## x5           1.209e-01  6.614e-02   1.828  0.06767 .  
## stat91      -1.044e-01  5.520e-02  -1.892  0.05856 .  
## stat167     -1.059e-01  5.552e-02  -1.908  0.05649 .  
## stat207      1.013e-01  5.552e-02   1.825  0.06806 .  
## stat194     -1.071e-01  5.565e-02  -1.925  0.05427 .  
## stat92      -1.006e-01  5.566e-02  -1.807  0.07080 .  
## stat34       9.884e-02  5.554e-02   1.780  0.07519 .  
## stat216     -1.027e-01  5.535e-02  -1.856  0.06354 .  
## stat73       1.013e-01  5.591e-02   1.812  0.07010 .  
## stat10      -9.745e-02  5.590e-02  -1.743  0.08131 .  
## stat33      -1.003e-01  5.536e-02  -1.812  0.07011 .  
## x6          -2.284e-01  1.330e-01  -1.718  0.08584 .  
## stat149     -9.527e-02  5.613e-02  -1.697  0.08970 .  
## stat214     -9.777e-02  5.558e-02  -1.759  0.07860 .  
## stat80       9.089e-02  5.604e-02   1.622  0.10491    
## stat60       9.114e-02  5.561e-02   1.639  0.10126    
## stat61      -8.200e-02  5.567e-02  -1.473  0.14080    
## stat48       8.846e-02  5.607e-02   1.578  0.11469    
## stat5       -8.212e-02  5.557e-02  -1.478  0.13952    
## stat183      8.168e-02  5.544e-02   1.473  0.14071    
## stat43      -8.342e-02  5.572e-02  -1.497  0.13443    
## stat46       8.266e-02  5.576e-02   1.482  0.13830    
## stat175     -8.201e-02  5.557e-02  -1.476  0.14003    
## stat199      7.870e-02  5.509e-02   1.429  0.15317    
## stat95       7.934e-02  5.557e-02   1.428  0.15344    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 7.243 on 5656 degrees of freedom
## Multiple R-squared:  0.3403, Adjusted R-squared:  0.3329 
## F-statistic:  45.6 on 64 and 5656 DF,  p-value: < 2.2e-16
## 
## [1] "Time taken for Forward Selection: 2.86280791759491"

## [1] "Number of data points that have Cook's D > 4/n: 297"
## [1] "Number of data points that have Cook's D > 1: 0"
##         2689         2932          173         4452         7385 
## 1.406985e-04 7.746847e-06 4.177321e-07 5.994964e-04 7.529870e-04 
##         9881         3952          756         9468         8265 
## 2.917612e-04 1.769659e-04 4.276105e-04 1.755994e-04 5.622964e-04 
##         7775         3239         5947         8467         7082 
## 4.379534e-06 1.720987e-05 9.652645e-05 5.799684e-05 7.354877e-05 
##         5633         3086         5522         4138         2063 
## 4.808659e-05 4.093509e-05 1.272508e-06 1.286740e-05 1.509886e-04 
##         8461         4679         7746          427         3969 
## 2.222129e-04 5.020931e-09 6.404333e-05 1.449014e-05 5.652728e-07 
##         3017         7362         2616         3755         4718 
## 8.079964e-05 2.388151e-04 4.386723e-04 1.957599e-04 3.837273e-04 
##         8312         3452         6027         3293         3639 
## 4.581768e-05 1.560051e-05 2.476527e-04 5.911841e-06 1.824008e-05 
##         5815         7079         2625         3341         1938 
## 6.866781e-06 1.011945e-04 2.135760e-05 2.629151e-05 1.066805e-05 
##         9416         2433         1432         8296          167 
## 1.012657e-04 2.453721e-04 3.462084e-04 6.508701e-05 1.928547e-05 
##         9527         5785         9962         5854          143 
## 7.310169e-06 1.646083e-04 3.890554e-04 3.991789e-05 5.174911e-04 
##         2754         4668         2752         6784         4555 
## 3.285854e-04 3.318643e-06 3.072808e-04 5.753381e-05 7.428073e-05 
##          611         5716         1086         8052         9675 
## 6.430007e-04 3.698501e-06 1.819177e-06 1.791903e-05 1.627931e-04 
##          950         2339          352         2155         5945 
## 2.343321e-04 3.147447e-05 1.011397e-04 6.268621e-04 1.712210e-04 
##         9245         2909         5238         7521         8596 
## 1.062654e-04 1.112441e-04 1.114748e-04 1.678899e-04 2.811965e-05 
##         4129         2669         5919         2016         8599 
## 9.660562e-04 3.245110e-05 2.675400e-04 4.892882e-04 6.956873e-05 
##         3309         1958         1438         2206         6462 
## 1.227557e-04 2.881642e-05 3.724685e-04 3.424093e-04 9.171825e-04 
##          623         6643         1673         5777         8908 
## 8.135407e-05 9.557157e-05 9.508983e-04 3.622757e-04 1.469664e-04 
##         7184         2943         6118         2104         2082 
## 3.685601e-05 1.843982e-05 8.091568e-05 1.784845e-04 8.101077e-04 
##         2663           67         1458         9256         5808 
## 1.935129e-04 2.546976e-04 4.418753e-07 6.515587e-06 1.245217e-05 
##         1017         6976         5582         1371         8657 
## 1.914181e-06 1.848014e-05 3.449675e-06 4.620611e-04 2.343408e-04 
##         2085         8652          438         5379         7528 
## 1.224469e-03 2.191696e-05 1.552221e-05 3.016529e-05 6.091051e-04 
##         1679         8994         2196         2956         3982 
## 1.707443e-04 5.079739e-04 6.412070e-07 3.609312e-05 1.272725e-04 
##         4827         9197         2918         4522           17 
## 1.008515e-04 7.258219e-05 4.436874e-06 3.593063e-04 8.712974e-05 
##         4012         4051         1395         1542         7802 
## 4.729345e-05 8.042264e-05 2.801922e-04 2.200398e-05 1.235711e-04 
##         7192         3690         7044         7072         4985 
## 4.289409e-05 3.558110e-04 2.092043e-06 4.017154e-05 2.331079e-04 
##         6191          816         6005          311         8448 
## 4.882155e-05 1.583453e-04 7.479025e-04 1.552145e-04 3.758022e-06 
##         7601         4753         1663         5955         7307 
## 7.187024e-04 1.697114e-04 8.892795e-09 1.856406e-03 1.083570e-04 
##         2575         5151         7969         4819         7942 
## 2.057814e-04 6.127752e-04 1.237387e-06 4.517119e-05 2.782542e-06 
##         1786         8423         5697         7027         3073 
## 5.110320e-04 3.009537e-04 1.779292e-04 8.135760e-05 3.638036e-06 
##         9669         1720         1210         4441         3060 
## 3.142798e-06 1.273934e-05 2.336437e-04 2.535036e-04 1.134396e-04 
##         2734         6687         5231         2311         7499 
## 3.455243e-04 2.520515e-06 1.534050e-04 6.313766e-07 4.534213e-08 
##          629         5658         3622         4591         3699 
## 1.678929e-05 1.187647e-04 1.918000e-04 4.096307e-04 1.233319e-07 
##          964         6177         8861          689         4206 
## 2.264289e-04 7.726082e-05 2.457331e-04 1.276750e-06 1.827836e-04 
##         5004         5906         7834         6096           51 
## 3.420110e-04 4.257205e-06 2.774820e-06 4.157449e-05 3.516834e-05 
##         5683         5307         6700         2061         1839 
## 1.112843e-04 7.646117e-05 3.337059e-07 1.658128e-05 3.590933e-05 
##         8960         5074         5482         6212         9973 
## 2.987047e-04 3.888424e-04 7.440272e-05 1.163408e-04 3.392748e-05 
##         2755         7108         8983         3097          605 
## 6.540050e-05 4.173268e-05 1.276394e-06 2.534392e-04 7.771674e-05 
##         1732         7466         3675         2725          401 
## 3.116793e-05 2.217373e-04 2.939236e-05 1.707327e-04 6.831484e-04 
##         5200         9727         6001           53         7696 
## 1.941928e-05 1.907862e-05 2.565083e-04 8.359319e-05 4.926637e-05 
##          349         6129         8113          891         9427 
## 1.778644e-04 7.308461e-05 5.624771e-04 4.232750e-04 6.950162e-04 
##         1611          562         8692         5552         8519 
## 1.617624e-05 1.051962e-03 3.013141e-04 7.357367e-05 3.583408e-05 
##         9812          823         8915         9784         4764 
## 2.582867e-04 6.406431e-05 1.181425e-05 4.216492e-05 1.018389e-05 
##          643         1722         7095         4748          222 
## 1.632572e-09 3.534427e-04 7.189841e-06 6.522106e-04 2.122533e-06 
##          799         1584         2362         6152         2499 
## 1.597114e-04 3.456258e-05 1.981356e-04 8.752688e-06 3.002387e-04 
##         6519         7404         4205         4867         7645 
## 2.491167e-05 1.467116e-04 5.331211e-08 6.119630e-05 1.548997e-05 
##         8212         5404          530          283         2483 
## 3.099297e-05 1.025799e-04 6.221952e-05 4.673707e-05 4.192548e-04 
##         7709         4882         7554         7268          174 
## 3.012743e-04 9.895095e-07 5.100334e-04 1.235494e-04 7.849968e-04 
##         4649          984         4822         6506         4182 
## 1.596033e-04 7.750488e-06 1.462458e-04 3.992831e-05 4.079638e-04 
##         8190         7127         3038         2017          811 
## 1.184307e-03 3.755620e-04 6.789055e-05 3.522988e-04 1.736136e-04 
##         3784         9042         2423         3194          220 
## 2.977181e-04 1.444113e-03 6.471565e-05 1.573324e-03 2.805375e-05 
##         6852         7435         5548         4204         5165 
## 2.112538e-06 7.508185e-05 3.377145e-04 9.638672e-06 5.955994e-05 
##         2790         2386         6721         7459          509 
## 7.239359e-05 2.262482e-06 3.085906e-04 2.611997e-04 1.163208e-04 
##          992         2922           77         7284         8004 
## 1.961970e-06 5.033252e-04 5.191450e-04 7.309150e-05 3.270088e-04 
##         8443         1776         2954         8580         2821 
## 3.425560e-04 8.295508e-07 3.629973e-05 1.107079e-05 5.876091e-05 
##         2144         8843         1230         4435         7628 
## 6.815323e-04 5.737546e-05 7.435570e-05 4.408472e-04 2.053596e-04 
##         7312         9632         7807          884         9583 
## 2.555450e-04 5.768824e-05 3.715304e-04 1.867598e-04 4.896429e-04 
##         5396         3633         7178         2175         9067 
## 9.080128e-07 1.917426e-06 3.520000e-05 5.315195e-05 1.594052e-04 
##         6579         8752         8751         2115         1727 
## 1.330924e-06 7.821418e-05 2.615642e-04 1.294819e-05 8.050807e-08 
##         7900         6814          468         1934         2198 
## 7.472983e-06 5.300421e-05 7.299742e-07 2.093374e-04 7.433346e-05 
##         6858         1764         4314          272           55 
## 2.967038e-04 3.933267e-04 1.734024e-04 7.685931e-05 8.296967e-05 
##         9350         8588         6595         3371         3211 
## 2.596585e-04 1.187184e-04 2.550551e-04 1.373376e-05 1.068616e-04 
##         8473         7444         4074         5348         3821 
## 7.782356e-04 9.111184e-04 6.195380e-04 6.261907e-06 5.798257e-05 
##         8566         1941         4611         7730         9048 
## 4.770926e-06 6.002217e-05 7.274131e-04 1.404716e-04 3.858594e-06 
##         3498         5645         1771         5113         7344 
## 3.153283e-04 4.956805e-04 2.328620e-06 1.863971e-07 1.186489e-03 
##         3656         3708         6503         9504         5232 
## 1.819703e-06 2.207314e-05 3.415575e-06 2.829673e-07 5.136399e-04 
##         6440         9094         8998         5631         6446 
## 1.060195e-04 5.275658e-05 2.776322e-04 1.132493e-04 6.938994e-07 
##         3439          699         6934         4348         5700 
## 2.070012e-04 2.091188e-04 4.101092e-04 9.273650e-05 1.267389e-04 
##         2394         3312         7166         1278         5530 
## 1.582039e-04 5.147273e-05 6.028294e-04 1.871226e-06 8.196714e-05 
##         8343         3046         2808         6332         4337 
## 2.350167e-04 4.814428e-04 8.573496e-05 7.769766e-05 1.868809e-05 
##         8717         7699         3175         2516         4437 
## 6.326983e-05 1.249278e-06 1.563817e-04 1.576173e-04 3.484426e-05 
##         2972         5639         8202         6017         8950 
## 8.621849e-05 9.861134e-05 6.696904e-04 1.657404e-04 2.060966e-04 
##         1452         1194         8606         6139         8182 
## 4.257541e-08 1.263477e-06 2.253364e-04 1.649827e-05 1.256227e-04 
##         5662         2165         4673         8791         2865 
## 1.540521e-05 2.496459e-05 1.360081e-05 6.216375e-04 8.553720e-05 
##         9095         5357         2854         2126         5764 
## 6.934886e-07 4.721596e-04 6.648918e-05 3.866065e-04 8.443955e-06 
##         5015         5365         7454         2418         8124 
## 5.268468e-06 4.748588e-05 2.029375e-04 1.155574e-04 8.642072e-05 
##         4214         5626         1615         2182         5708 
## 4.188291e-04 1.053900e-04 6.599395e-05 7.218745e-06 1.864302e-05 
##          871         2613         6116          261         1281 
## 6.018774e-06 5.763710e-04 2.062580e-04 4.545545e-04 1.333961e-05 
##         2822         5846         2360         1740         7798 
## 4.702024e-04 3.963990e-06 9.201596e-06 1.810053e-07 9.181341e-06 
##         5930         1955         7073         6380         6962 
## 9.051238e-05 5.421331e-06 3.160777e-04 5.350487e-05 2.347995e-04 
##         7944         8278         8345         8183         7363 
## 1.399126e-04 1.326573e-05 1.367399e-04 9.017524e-05 2.858122e-04 
##         7917         5810         7879          745         2914 
## 6.091750e-05 5.649541e-05 5.293719e-05 1.772382e-04 3.562801e-06 
##         7655         2021         5547         2319         6318 
## 1.985184e-04 1.743725e-04 7.342544e-04 1.847657e-04 4.537815e-06 
##         7703         4312         7822         3484         5466 
## 2.141058e-04 1.101048e-04 1.765605e-05 2.371229e-05 4.943902e-05 
##         4360         6289         8101         4624         9838 
## 2.263916e-05 8.727185e-06 6.519844e-04 2.998199e-07 2.966004e-04 
##         4600         1126         3247         4791         4698 
## 1.649558e-04 6.848531e-04 3.515173e-04 1.671883e-04 1.763276e-04 
##         5440         6019         9643          688          196 
## 3.183064e-04 5.696357e-04 4.058392e-07 1.190911e-04 6.800072e-04 
##          835           10         2222         8454         8033 
## 2.602549e-06 9.474875e-06 4.549489e-04 1.437329e-05 7.151850e-05 
##          129         2966          259         7356         6714 
## 9.611643e-04 1.229637e-04 1.361073e-03 3.611797e-04 8.925513e-04 
##         8856         3509         9677         8171         6153 
## 4.838507e-06 1.786082e-06 9.600399e-05 1.195609e-04 3.104159e-04 
##         2290         3347         9228         7341         4625 
## 1.226294e-04 4.362084e-04 2.128598e-04 1.126698e-04 1.349100e-04 
##         5760          765         4844         9169         7967 
## 1.659133e-04 2.089327e-04 1.133970e-04 2.212574e-04 3.768295e-05 
##         3802         2744         8790         4449         7471 
## 7.642532e-04 7.787630e-06 8.602858e-05 5.058688e-05 5.466417e-05 
##         4398         1028         7658         2108         7199 
## 1.998804e-06 1.648668e-04 5.286612e-05 6.375631e-04 8.478059e-04 
##         4535         3636         2662         8651         1831 
## 7.138561e-05 2.967141e-04 2.304741e-04 7.212686e-05 9.277668e-06 
##         1322          282         4912         9405         6014 
## 2.743597e-04 1.537993e-04 1.988446e-04 7.205289e-04 2.221732e-05 
##         6792         8299         9298         6200         6580 
## 6.008060e-04 1.119511e-04 2.880675e-04 1.952148e-04 6.787791e-06 
##         8681         5984         1900         9975         4465 
## 2.975090e-06 1.041320e-06 3.554975e-04 3.353888e-04 1.891193e-06 
##         4127         8822         9888         8509         7593 
## 2.879287e-04 5.584266e-04 1.295461e-05 1.833755e-06 6.347074e-05 
##         4831         8111         3419         4984         9289 
## 6.415541e-05 1.344182e-03 2.760356e-04 3.039353e-05 4.160997e-05 
##         4208         3043         7886          322         4796 
## 4.807359e-05 6.662042e-07 1.886021e-04 4.923598e-06 6.843825e-06 
##         5775         7419         1355         3672         2703 
## 5.754786e-05 4.233435e-06 2.445346e-06 2.892363e-05 8.465195e-05 
##         7352         1601         6848         8910         1189 
## 8.310819e-05 2.916706e-04 6.469989e-04 2.929977e-04 2.682908e-04 
##         1905         7697         4928         7842         6608 
## 4.861082e-08 6.768110e-06 7.405266e-08 5.879275e-04 2.261858e-04 
##         8187         3089          630         5887         9721 
## 1.079598e-04 1.406234e-05 7.785791e-06 1.249218e-04 1.323528e-05 
##         5037         2791         4675         4648         7174 
## 5.104892e-04 1.294682e-07 3.551788e-04 1.652430e-04 4.042612e-06 
##         8708         5358         5844         3388         9977 
## 1.126544e-04 1.030561e-04 4.320057e-04 7.822605e-05 6.181082e-05 
##         8949         2013         5115         9149          108 
## 3.810173e-05 5.356530e-05 1.087193e-07 9.787842e-04 2.860729e-04 
##         6084         3678         5061         4557          182 
## 1.345650e-05 7.396188e-04 1.682651e-04 5.421953e-05 8.568406e-04 
##         5894         9665         1176         1757         6505 
## 7.798996e-05 4.538395e-06 3.918567e-05 1.357339e-06 2.648922e-05 
##         1967         6481         9240         8530         2103 
## 5.718140e-06 3.208126e-04 2.587282e-04 9.728028e-05 5.103234e-04 
##          209         1036         7580         6888         3279 
## 2.215999e-05 1.640396e-05 5.183174e-04 2.151235e-05 2.397723e-04 
##         9440         6355         5008          589         4147 
## 3.925016e-06 3.095077e-04 2.345462e-07 3.504936e-05 7.971625e-05 
##         7991         3098         6789         4652         1627 
## 4.559452e-05 4.172143e-05 4.470611e-04 1.118306e-04 4.727603e-07 
##          294         6625         5020         8797         2917 
## 1.104376e-05 6.048937e-05 1.754992e-05 7.226316e-05 2.574583e-05 
##          146          954          508         5247         6066 
## 8.268692e-05 2.568714e-04 6.089350e-04 3.257060e-06 6.138374e-04 
##         8639         2383          439         7217         7398 
## 1.809182e-04 1.445573e-04 6.917853e-04 7.941628e-06 3.421106e-04 
##         9191         8559         9476         7866         2834 
## 9.535882e-05 1.546269e-04 2.992700e-05 8.082203e-05 1.374214e-05 
##         3993         9907         2275         5445         9876 
## 3.715079e-05 9.759723e-06 2.576091e-06 1.393370e-04 6.914712e-05 
##         2517          690          364         5638         5471 
## 2.305076e-05 5.514222e-06 1.118053e-05 9.886698e-05 1.206165e-04 
##         8242         3934         6339         9362         9924 
## 2.659180e-06 5.738618e-05 5.108437e-04 7.838005e-06 8.620548e-04 
##         2523         7161          659         5907          243 
## 8.342375e-06 2.174611e-08 1.106992e-04 1.840436e-04 6.943113e-04 
##          913         8382         6150         8282         4908 
## 6.040213e-04 1.442922e-04 1.331438e-06 1.322285e-04 1.900195e-04 
##         9960         4692         4929         1492         5723 
## 8.194223e-05 1.083293e-05 2.256250e-04 1.802240e-05 2.994030e-05 
##         3183         8128         2341         7291         9769 
## 1.999041e-04 3.561052e-04 1.721126e-04 7.619096e-04 4.686604e-05 
##         7198         4125         9868         5573         1830 
## 2.480290e-04 1.405173e-04 7.306508e-07 1.487828e-05 5.930222e-05 
##         4694          435         4561         6864         5568 
## 2.001641e-04 7.759396e-04 1.484266e-04 3.401749e-04 1.818009e-04 
##         1061         6981         1358         1286         2693 
## 1.007321e-10 3.204343e-05 8.786051e-07 5.214561e-05 2.822406e-04 
##         1276         4015         3204         9103         3583 
## 3.706907e-05 3.444890e-04 9.551998e-05 8.062156e-05 5.565680e-05 
##         5819         9125         3617         3138          773 
## 2.686668e-04 9.779585e-05 4.244122e-06 1.030497e-04 1.285441e-04 
##         7223          991         3478         5649         7505 
## 1.904472e-04 4.100339e-06 1.488336e-06 2.446376e-05 1.865779e-04 
##         1723         5305         1564         9927         5572 
## 1.492711e-06 1.891121e-04 4.250380e-04 6.876457e-05 5.025736e-05 
##         3749         3255         4890         6364         1648 
## 8.753949e-04 2.169372e-04 2.389736e-04 2.234961e-07 2.937820e-04 
##         8766         1511         3200         5577         8029 
## 4.030548e-04 6.859181e-05 1.384233e-04 6.717934e-05 1.096701e-04 
##         7712          440         8009         4001         7041 
## 1.711146e-05 5.661433e-04 3.169349e-05 6.743067e-05 4.366404e-08 
##         7618         7656         3697         5484         9745 
## 4.528763e-05 9.832939e-06 1.515995e-04 8.443737e-05 1.472741e-10 
##         1734         7624         1961         3004         6507 
## 3.210834e-04 3.010692e-04 8.912373e-05 2.916698e-05 9.046058e-04 
##         5375          800         8368          644         2348 
## 2.945658e-05 3.124703e-04 2.504650e-04 1.057095e-04 5.112831e-04 
##         9972         6861         4681         1863         2086 
## 4.242012e-06 4.017264e-04 4.325506e-05 9.542586e-05 2.118512e-04 
##         2505         7738         2073         2296           82 
## 3.777212e-05 3.239229e-04 9.607730e-04 2.996516e-07 1.768160e-04 
##         3608         5559         2919         8444         9367 
## 3.506652e-05 2.362402e-04 1.024016e-06 2.977503e-04 3.926840e-05 
##          656         9115         3783         4861         2657 
## 4.456090e-04 5.554782e-04 6.478732e-05 1.092507e-04 5.584765e-05 
##         6361         8174         9625         2650          938 
## 6.356762e-05 4.868448e-04 8.598701e-06 5.416901e-05 4.088503e-05 
##         6030         3822         4240         1634         1206 
## 5.828079e-05 4.201432e-07 2.538925e-04 1.899686e-04 6.027072e-05 
##         1952         6661         9777         3436         5543 
## 8.940686e-06 1.073089e-05 2.024291e-04 7.928377e-06 1.038501e-04 
##         4005         7727         6582         5373         1435 
## 2.036668e-04 4.275184e-04 1.687589e-05 1.775779e-04 1.553399e-05 
##          579         7292         8447         2228         9711 
## 7.813846e-06 3.628361e-04 1.294129e-06 1.604946e-05 4.906004e-05 
##         5595         3290         8421         2180         1866 
## 1.715500e-05 1.696633e-05 1.957602e-04 5.076013e-05 8.454852e-05 
##         3420         4596         9050         8895         4850 
## 1.595792e-05 1.555669e-05 1.126811e-03 8.858796e-05 7.959238e-04 
##         5667         6691         2797         3786          185 
## 1.104666e-05 1.653097e-05 4.210806e-05 1.811770e-05 1.494945e-04 
##         5966         5183         3680         2979         6547 
## 6.785969e-05 5.570896e-05 2.206064e-05 3.271408e-04 2.409824e-04 
##         8619         9392         7135         2282         8271 
## 3.419113e-04 3.831765e-05 7.310953e-04 2.803968e-04 4.158459e-05 
##         7109         7793         6941         1255         3858 
## 2.659542e-05 6.089538e-04 6.396108e-05 9.141248e-05 2.701796e-04 
##         6930         9952         8276         4099         4878 
## 1.712566e-05 2.774796e-04 8.102282e-05 6.233326e-05 2.216280e-05 
##         7602         6757         7210         6334         8548 
## 1.910043e-09 1.299865e-04 5.215026e-07 4.257054e-05 1.034637e-03 
##         6706         3430         7190         1843          825 
## 3.605051e-05 5.796963e-05 8.428434e-06 1.093104e-04 1.884915e-04 
##         2730         8602         8194         5959          249 
## 4.777598e-04 5.031424e-05 1.474448e-06 3.148799e-04 4.627483e-05 
##         6256         3700          990         7707         9249 
## 1.988468e-05 1.454385e-04 3.350208e-06 1.307219e-05 3.922158e-06 
##         8838         2527         6785         2189         8189 
## 9.195365e-05 4.676909e-04 9.188312e-04 1.584251e-04 2.442920e-06 
##         4321         1441         9984         4726         5481 
## 2.692875e-04 1.159188e-06 1.408032e-04 2.159713e-05 9.511037e-05 
##         3024         1254         9284         7253         6772 
## 5.301231e-04 2.566052e-04 1.043986e-05 5.242183e-05 1.219349e-05 
##         3602         9005         1437         8160         7963 
## 7.523497e-04 4.139395e-04 5.727427e-04 3.398778e-05 6.349889e-05 
##          877         1706         2907         6975         3318 
## 1.105786e-04 1.811659e-06 1.770444e-04 5.731474e-06 3.875887e-04 
##         5064         5319         6777          692         5256 
## 3.274046e-04 3.552013e-05 2.332804e-04 6.510729e-06 2.394304e-04 
##         2074           42         9798         3092         1719 
## 4.068919e-05 1.490583e-04 8.486018e-06 1.143572e-05 2.368712e-04 
##         3376         1299         5372         9576         3887 
## 2.253379e-05 1.327404e-04 6.434040e-05 4.725413e-04 5.603902e-05 
##         5624         5888         8034          543         6249 
## 1.186144e-04 8.208202e-05 1.745000e-04 9.257549e-04 5.618357e-04 
##         3470         5218         7071         2824         3660 
## 5.560377e-05 4.551283e-05 2.029805e-04 8.255376e-06 6.795610e-05 
##         1311         7328         4293         2092         8541 
## 2.730988e-07 1.320728e-04 1.158840e-04 1.838895e-05 3.412136e-04 
##         3992         9694         9047         1856         3134 
## 2.343187e-04 1.746681e-05 2.056989e-04 3.310734e-05 1.066610e-04 
##         8170         8219         4088         3640         5091 
## 5.632402e-04 6.480547e-05 1.240690e-04 9.339708e-06 1.307136e-05 
##         7786         8659         6859         8970         5121 
## 1.906812e-05 1.033318e-06 6.549881e-04 1.004371e-04 8.157411e-04 
##         4761         9437         4663         6724         9099 
## 1.257120e-04 2.038805e-04 6.724183e-05 4.605299e-04 4.153967e-04 
##         1195         5607          260         7313         1038 
## 2.175802e-04 3.698122e-04 4.611471e-04 4.179390e-04 3.090963e-05 
##         3728         6026         4067          528         2429 
## 1.604942e-07 2.612393e-05 9.969392e-05 4.289834e-04 3.511065e-04 
##         3389         1630         1759          136         1095 
## 8.389484e-04 3.355877e-04 7.606277e-07 1.203436e-04 1.903668e-05 
##         5045         4894          463         7062         6788 
## 3.201495e-05 5.740116e-05 4.866251e-04 2.015653e-05 1.559778e-05 
##         6811          356         1974         9906         9229 
## 1.622384e-04 2.961445e-06 2.380318e-04 4.119889e-04 3.848978e-06 
##         1137         8520         2618         9948         8795 
## 5.119874e-05 1.025311e-06 1.867979e-06 3.446579e-06 7.593839e-05 
##         3259         4732         9463         4197         8501 
## 5.417492e-06 5.672196e-05 5.007446e-06 5.056181e-04 1.545423e-05 
##          609         1559         2508         9585         7076 
## 1.422941e-05 2.122816e-04 2.981741e-05 1.310405e-05 8.103016e-05 
##         7442         2852         4629         6110         9471 
## 1.438842e-06 1.513341e-04 1.989844e-04 3.676188e-05 3.129471e-05 
##         9459          721         4020         2015         7279 
## 1.866209e-05 9.205387e-05 4.284410e-06 7.610297e-05 1.524127e-06 
##         4818         7555         7682         2552         1789 
## 1.083465e-05 3.509692e-05 7.923398e-06 3.690176e-05 1.442015e-05 
##         1213         3327         8287         3349         3721 
## 2.420695e-04 5.318181e-07 4.546480e-04 9.661008e-05 9.963141e-05 
##         7823         4381         5833         1636         1725 
## 8.725837e-05 1.993608e-04 2.811017e-06 2.212395e-07 1.607666e-04 
##         3233         2692          165         7852          142 
## 1.813915e-04 3.226307e-05 1.883882e-06 1.022829e-04 9.145779e-05 
##         5498         9878         1235         6290         5832 
## 1.940959e-04 2.085799e-04 3.316528e-05 3.123359e-04 1.121525e-06 
##         8007         4906         8661         2746         8969 
## 1.199609e-05 1.989397e-04 4.148966e-05 3.128680e-05 4.622872e-05 
##         1935         7541         6121         3634         6692 
## 3.144445e-05 2.676732e-10 1.157047e-05 1.040936e-04 1.396889e-06 
##          612         7550         2270         2245         9885 
## 6.701124e-05 1.585052e-06 4.370318e-05 5.830088e-05 3.380313e-05 
##         5124         7008          505         8018         3849 
## 7.515879e-05 2.344336e-04 6.270942e-06 1.651565e-05 3.120158e-05 
##         7534         6331         4318         3429         6534 
## 3.407212e-05 6.785051e-06 2.165380e-06 1.001719e-05 1.166830e-04 
##         6663         2726         7151         8466         7167 
## 9.076893e-06 2.529633e-05 2.276867e-04 4.419198e-05 2.266468e-05 
##         5812         1480         3314         7485         9318 
## 2.165463e-04 9.351615e-05 1.132107e-04 5.372508e-04 5.581745e-06 
##         1405         4389         5882         1382         7165 
## 7.317404e-04 5.335880e-05 1.347262e-05 4.258879e-06 6.624009e-05 
##         4471         5711         8521         1140         9346 
## 1.215120e-04 3.927036e-08 6.976103e-05 1.348804e-04 3.649808e-05 
##         6032         6851         2606         8464         7978 
## 9.074709e-05 1.893175e-04 1.045185e-04 2.889438e-05 8.145091e-05 
##         8036         8217         8739         9584         1922 
## 8.152716e-08 1.079304e-04 5.568796e-05 3.586926e-05 6.629850e-07 
##         5589         8035         4255         4676         8671 
## 3.677794e-04 1.932024e-04 5.274182e-04 2.162141e-04 1.045131e-04 
##         9399         4765         4200         6926         1695 
## 7.235675e-05 9.829065e-05 2.315699e-04 5.236343e-06 8.389938e-04 
##         9993         2118         7888         8979         4771 
## 3.551924e-04 7.177225e-05 3.834297e-05 2.620031e-06 1.276267e-04 
##          604         9690         7989         4396         6832 
## 2.586889e-04 2.358309e-06 6.334022e-05 9.893395e-05 4.763021e-05 
##         1370         8061         1457         2817         4101 
## 7.171358e-05 3.026698e-04 2.345838e-07 1.250776e-04 4.965725e-05 
##         1785         5500         7085         2452         8733 
## 1.846612e-04 3.455155e-04 2.193818e-05 4.431593e-05 4.489200e-05 
##         8611         6182         5429         5149         8407 
## 2.020319e-05 1.308948e-03 2.416714e-04 4.131749e-04 7.620836e-05 
##         4781         3702         7475         6815         9353 
## 5.107036e-05 5.913799e-04 4.731325e-05 3.644184e-04 1.509295e-04 
##         9765         9859         1193         8338         3105 
## 8.391061e-05 3.719996e-05 4.241899e-04 3.724591e-05 3.229698e-05 
##         9237         7118         7718         8987         5921 
## 3.940802e-04 7.403631e-05 1.421628e-04 1.290461e-05 7.127484e-06 
##         6653         9272         6525         7988         3590 
## 5.466461e-05 4.989009e-06 9.817476e-05 8.072802e-05 4.456590e-05 
##          396         7548         2145         7243         2836 
## 8.473167e-06 1.181734e-04 1.087486e-04 1.630189e-04 2.109872e-04 
##         5564          101         9363         6111         9738 
## 2.337656e-04 9.909480e-08 1.803794e-05 2.232298e-05 2.696824e-05 
##         2843         1825         6470         9901         9184 
## 1.204112e-04 2.255764e-04 4.064130e-05 1.597137e-05 1.407858e-04 
##         9084         7585         1567         5444         7212 
## 8.431571e-06 7.907899e-06 5.354045e-05 1.135465e-05 1.593705e-04 
##         3329         5018         9620         7327         1554 
## 2.951493e-05 9.478682e-06 6.301432e-07 7.558468e-04 1.665028e-05 
##         7838          478         1746          270         8401 
## 8.665824e-04 5.245228e-05 3.167346e-05 3.185564e-05 1.894502e-04 
##         1701         7804          854         2354         4619 
## 3.814032e-04 1.684768e-05 8.400483e-06 1.953996e-05 9.229162e-06 
##         7598         3415         5497          138         5181 
## 6.379853e-04 1.599115e-04 7.967834e-06 3.747452e-04 7.446762e-05 
##         7715         9488         5353         9426          490 
## 9.240476e-06 9.084555e-06 5.462086e-04 2.203512e-06 2.511711e-08 
##         7557         9530         8727         8131         1842 
## 1.575262e-04 3.420258e-05 1.613082e-04 8.098842e-05 3.843412e-06 
##         4025         4627         5160         7673         4572 
## 1.869264e-06 2.779782e-08 8.197126e-06 9.552823e-08 2.119278e-04 
##          988         7547         9053         5243         3126 
## 2.215241e-06 2.847298e-04 6.467577e-05 1.322232e-04 1.376630e-06 
##         1829         8592         7684         2146         1184 
## 3.382455e-06 9.141516e-05 8.962790e-08 9.486302e-07 9.956434e-05 
##         6617         2283         3020         9804         3546 
## 2.486491e-04 3.650642e-06 2.951058e-04 4.336581e-05 8.961079e-07 
##         8424         2324         8542         2044         6932 
## 4.991302e-04 6.041902e-05 5.789220e-06 3.576487e-04 4.201919e-06 
##         2561         8981         4124         3353         5546 
## 1.579346e-05 2.525363e-05 5.098031e-04 8.353130e-05 1.475802e-04 
##         1060         1610          346         1319          387 
## 4.572982e-05 8.847159e-05 2.862493e-04 2.886818e-08 4.746343e-05 
##         3991         7185          307         1035         1108 
## 1.674980e-05 7.937268e-05 9.770636e-04 2.874268e-04 3.871844e-05 
##         1467         3189         9366         2186         6909 
## 7.402100e-05 7.447040e-04 1.042780e-04 3.763406e-04 1.144551e-10 
##         4973         8095         4734         9552         1713 
## 1.861350e-05 2.941401e-05 4.427462e-04 1.658946e-04 7.054774e-06 
##         2637         4195         4496         4422         4267 
## 3.515085e-05 2.016861e-05 1.365141e-05 1.368629e-04 5.849105e-06 
##         9508         6371         7252         1418         8053 
## 6.890045e-06 3.422860e-05 2.629465e-05 4.180979e-08 1.207862e-04 
##         5314         7559         8988         7030         1388 
## 2.166863e-04 1.669855e-04 9.822606e-04 4.247523e-05 8.801894e-05 
##         8916         5592         9509         9929         5384 
## 1.160013e-04 6.251702e-06 2.393942e-05 6.297513e-06 1.316597e-04 
##         4799         5612         3129         2416         6781 
## 3.473639e-04 1.469454e-04 9.246126e-06 6.240706e-05 3.626227e-05 
##         5929           66         5156         3307         4432 
## 1.473015e-04 4.364681e-06 4.310705e-06 1.087156e-03 1.057309e-04 
##         4409         1680         6392         8192         7154 
## 1.169300e-04 1.039497e-04 3.668668e-04 3.273618e-05 1.468011e-06 
##         6384         6862         9479         6573         6854 
## 8.605995e-06 1.538996e-04 1.868763e-05 9.333589e-04 1.569397e-04 
##         5745         8595          968          420           28 
## 5.720432e-05 4.357137e-06 3.572015e-07 9.876476e-05 1.872037e-05 
##         5302         8344         5734         3800         2487 
## 2.077448e-04 9.032585e-07 1.017377e-03 6.475977e-06 2.289056e-05 
##         5877         3116         6770         8013         2952 
## 1.652950e-07 1.282035e-04 3.374276e-05 4.320238e-04 3.407966e-04 
##         4954         3837         5161         2019         5749 
## 5.569277e-05 5.529370e-04 3.200501e-07 1.280050e-04 4.117957e-05 
##         6421         2796         2690         5272         3919 
## 1.798404e-04 9.251133e-05 3.402237e-04 1.535534e-04 8.233007e-05 
##         8557         3549         3497         3774         9964 
## 4.464541e-04 3.977341e-05 2.345119e-04 6.506501e-05 3.294566e-06 
##         6382          804         9679         6068         6646 
## 3.336734e-05 7.933155e-04 2.567074e-04 6.129931e-04 2.572405e-05 
##         8626         2489          867         4292         1852 
## 6.002297e-04 2.014299e-04 8.164915e-05 1.503796e-06 4.230556e-06 
##         7147         6122         6035         5336         3915 
## 4.064831e-05 2.644611e-05 9.772767e-05 1.042036e-04 1.108918e-06 
##         4690         4751          510         7050         5623 
## 7.827190e-05 3.344356e-05 6.582012e-04 4.087608e-05 1.885001e-05 
##         4176         2891         1577         3947         7099 
## 1.067744e-03 1.020397e-04 3.269221e-07 5.180776e-04 8.380398e-05 
##         5768         8513         4583         5504         9235 
## 4.537703e-04 1.143796e-05 1.687121e-05 3.065876e-04 5.225637e-05 
##         7763         2781          727         5506         9477 
## 1.153225e-05 3.406074e-04 1.123268e-04 4.092433e-05 5.811997e-04 
##         2587         7175         2837         9188         4492 
## 3.694642e-04 1.682304e-05 6.872886e-04 8.914416e-07 1.159544e-03 
##         6319          285          591         9890         3930 
## 1.509840e-04 3.010421e-04 1.376025e-05 4.579934e-05 2.574966e-09 
##         2848         5126         6685         3844          994 
## 4.367241e-08 7.637136e-04 1.725332e-04 5.546060e-05 1.627238e-04 
##         8297         7270         6303         4096         1269 
## 4.019139e-06 4.812005e-04 1.835389e-04 3.613021e-05 1.338554e-04 
##         3157         1586         3168         4717           39 
## 1.194774e-10 1.653506e-04 8.260390e-05 1.327404e-04 1.153705e-05 
##         1030         4996         6287         3954         3902 
## 1.504003e-04 1.325572e-04 7.481153e-04 1.041315e-03 5.544358e-08 
##         8956         3242          122         4495         3039 
## 2.292330e-05 7.182759e-06 2.342932e-05 1.309929e-04 2.040535e-06 
##         9040         3920         8410         3790         8240 
## 1.304919e-03 1.507843e-04 2.489618e-04 1.247429e-04 3.967799e-04 
##         2059         3897         1348         4543         9513 
## 3.001116e-05 9.397635e-05 1.347666e-04 3.037444e-05 7.120326e-05 
##         8888         2012         5570         1714         5476 
## 3.658521e-04 7.409256e-05 3.853844e-04 5.536683e-09 1.945740e-04 
##         2135         6554         8458         2802         9724 
## 7.864095e-05 1.872400e-04 1.804557e-04 6.827779e-05 6.930913e-04 
##         1170         6143         5816         2960         7851 
## 2.515571e-05 1.159844e-05 3.050335e-04 8.856300e-04 1.193311e-04 
##         1443         9342         2141         2087          665 
## 6.210725e-05 3.598264e-05 5.533650e-05 1.115013e-06 1.990052e-04 
##         9407         7441         1002         6678         8317 
## 2.227002e-07 2.193530e-04 1.055811e-04 1.545623e-04 8.469549e-06 
##         3230          607         9180         7415         9492 
## 2.563824e-04 4.684968e-05 2.789409e-04 7.267027e-05 1.243582e-04 
##         6090         1858         9326         4909          873 
## 1.328939e-04 7.572468e-05 1.612968e-04 2.198512e-06 4.396944e-04 
##         2355         7372         2597         7263         5918 
## 3.414351e-04 4.268552e-05 2.386131e-05 1.862980e-04 5.445044e-05 
##         3414         1865         5102         8142         8266 
## 3.808786e-05 3.539145e-05 2.040408e-04 9.904620e-05 2.455086e-04 
##         6346         3409         5182         3722         9676 
## 1.031464e-03 6.313902e-06 4.723253e-05 3.344444e-04 3.621596e-04 
##          418         9847         7189         5318         8285 
## 2.309617e-04 4.274706e-04 8.957310e-05 4.563413e-05 5.617001e-05 
##         5904         4433         4821         1912         4068 
## 8.714216e-09 6.437976e-05 9.158285e-04 3.870778e-06 9.645871e-05 
##         5431          864         3220         5780         3827 
## 1.224962e-04 4.414892e-06 1.449764e-05 3.674783e-04 2.187752e-04 
##         1791         1809         8360         3989         1902 
## 1.618933e-04 1.324389e-04 9.222432e-05 7.770506e-07 3.898202e-05 
##         2307         1208         7438         3264         4159 
## 5.789149e-05 4.048832e-05 2.673670e-04 1.443150e-05 3.901399e-05 
##         4688           38          945         3009         7956 
## 5.801426e-05 6.432060e-06 5.030407e-05 3.303437e-04 5.780866e-04 
##         1121          476         5632         5883         7457 
## 9.940898e-04 7.460676e-06 1.535857e-04 3.754666e-04 1.471617e-04 
##         3776         6807         5207         1444         7260 
## 3.093488e-05 1.639116e-04 1.712891e-04 1.714936e-04 4.540773e-04 
##         2176         2278         8705         9514         5119 
## 1.762340e-08 9.029537e-05 1.544498e-04 1.121391e-04 3.797566e-04 
##         2088         2721         9807          111          555 
## 3.361214e-06 3.957494e-06 2.753277e-04 7.335010e-05 1.576723e-04 
##         5793         5505          627         3044         4112 
## 3.490789e-04 8.039883e-05 3.693716e-04 1.112444e-04 9.300289e-05 
##         9385         9611         2071         5313         1131 
## 1.062484e-04 1.230216e-04 2.946208e-05 1.597117e-04 1.003750e-06 
##         1163         5900         4185         8648         1860 
## 1.028879e-05 6.914856e-06 5.981176e-04 1.073607e-04 1.365007e-05 
##          135         4570         9598         1497         8041 
## 6.207704e-04 2.370441e-05 2.562128e-04 2.424394e-05 8.062302e-04 
##         7752         2297         9844         3505         6016 
## 5.752806e-05 2.776327e-04 1.640836e-05 1.489692e-06 1.807557e-04 
##         7617         4848         2950         7287         9082 
## 4.499765e-05 4.539122e-04 1.117815e-03 2.881537e-05 6.809351e-05 
##         3514          177         8827          559         1862 
## 1.374835e-06 1.141170e-04 1.564808e-04 1.753513e-05 3.095478e-04 
##         5979         1509          679         7713          155 
## 4.044869e-04 2.163670e-04 3.307178e-04 6.465859e-05 3.254438e-04 
##         7463         6321         1147         9226         4972 
## 1.895538e-04 3.330751e-04 2.334664e-04 1.858721e-04 6.275118e-05 
##         2511         1331         8483         6637         1795 
## 1.986620e-04 8.057801e-05 7.626745e-06 5.948242e-04 1.448707e-05 
##         8180         2132         8571         2977         7906 
## 4.059159e-05 2.293354e-04 2.578781e-04 2.980685e-06 3.383853e-05 
##         1219         5925         1078         8108         2623 
## 1.902207e-04 2.942684e-05 7.937816e-06 1.484661e-04 5.014243e-05 
##         3637         5579          961         3243         5909 
## 9.121088e-04 1.212635e-04 7.632847e-05 2.187313e-05 2.232680e-04 
##         3001          985         4658         4552          666 
## 2.035662e-05 9.981094e-05 8.364981e-05 4.548847e-05 5.234849e-05 
##         6626         3685         6008         8603         2615 
## 1.288306e-04 5.053066e-05 3.207181e-04 3.996382e-04 1.737303e-04 
##         8818         4502         7124         4320         8417 
## 3.508829e-04 1.355876e-07 1.148660e-07 1.455256e-05 3.122940e-04 
##         9280         5537         4227         5866         7539 
## 2.075735e-04 1.944502e-04 1.010295e-04 3.606309e-04 1.292349e-04 
##         1770         9371         6454         1284         1781 
## 8.435353e-05 3.270463e-04 2.061537e-04 9.627069e-07 2.980969e-06 
##         7726         9231         4275         9195           33 
## 1.004866e-05 3.721336e-06 3.709722e-05 7.279633e-05 3.857631e-05 
##         2803         7322         4714         5212         2410 
## 5.115203e-04 4.478854e-05 1.291894e-04 7.035831e-04 3.705291e-05 
##         9728         3019         2849         8911         9862 
## 1.224694e-05 9.296717e-08 5.492108e-05 1.083649e-04 1.948465e-05 
##         2415         2070         7529         4339         1565 
## 3.205181e-06 8.023403e-04 1.632694e-04 1.788011e-04 1.228346e-05 
##         6395         4823         3893         2060         4158 
## 1.248863e-04 5.509200e-04 2.040095e-04 8.115018e-05 3.156204e-04 
##         3792         9483         5308         5163         5253 
## 1.547230e-05 1.498279e-05 9.614973e-05 2.461643e-06 2.001133e-04 
##          744          836         1717         8609         9365 
## 2.021597e-04 2.407156e-07 4.304881e-04 1.051323e-03 4.758878e-05 
##         3940         2605         6593         4847         3232 
## 1.518988e-06 1.015525e-06 1.426144e-04 1.620754e-04 3.770342e-04 
##         7571          704         7610         8944         6642 
## 6.954158e-06 4.984509e-05 2.137234e-04 3.462788e-04 1.530501e-05 
##         4881         3124         2201          516         9230 
## 1.044482e-04 3.177415e-04 2.783082e-05 7.357824e-05 5.043179e-05 
##           56          547         7525         4141         9331 
## 1.483044e-05 1.068587e-04 6.306031e-05 2.914289e-06 2.643316e-04 
##         4686          956          421         7376         1596 
## 3.183119e-05 3.850945e-04 1.001384e-03 2.958713e-04 8.443151e-04 
##         3861         4254           92         4330         7815 
## 3.970743e-05 2.885674e-04 1.439510e-05 2.074076e-04 7.120972e-04 
##         9253         5194         2512         9275          345 
## 4.704871e-04 6.724020e-04 3.691397e-04 9.029301e-05 1.703301e-04 
##         8140         5927         4488         4744         7863 
## 1.058451e-04 1.113847e-03 6.283427e-06 2.228061e-04 1.108387e-05 
##         3662         9097         6475         5278           74 
## 6.125892e-04 2.302827e-04 1.227947e-05 1.312064e-05 9.739126e-06 
##         3713           43         6134         2709         2995 
## 4.861493e-06 1.545041e-07 3.189148e-04 6.191132e-06 3.275049e-04 
##         8225         5288          935         1247         2142 
## 1.675446e-05 7.719542e-05 4.662837e-05 4.125302e-05 1.059414e-03 
##         2425         2701         2325         8573         9013 
## 2.392750e-06 1.922472e-04 2.587665e-04 1.097576e-05 1.796052e-04 
##         8495         7997         9595         9057          417 
## 1.111182e-04 2.096389e-04 6.206433e-05 3.084610e-04 2.666571e-04 
##         5022         4964         4994         8478          123 
## 1.090107e-04 2.386157e-04 1.409685e-04 2.169652e-05 1.019617e-04 
##         2486          621         2158         7737         7298 
## 9.864564e-06 6.376283e-04 1.903656e-04 2.274209e-05 2.391037e-04 
##         6342           20         7137         6144          568 
## 3.278020e-05 1.103957e-04 9.420634e-06 3.604747e-04 1.729055e-04 
##         6270         4513         5686          982         8438 
## 6.025111e-05 9.660950e-05 4.783093e-04 3.768342e-04 2.002113e-04 
##         3998         7892         9980         7119         4594 
## 1.604516e-04 3.076988e-05 6.088196e-04 8.400719e-04 1.876926e-04 
##         4309         1042          452         3946         6381 
## 6.773303e-05 1.998732e-04 1.386367e-07 2.483057e-04 1.216286e-04 
##         2567         6387         1939         4126         7795 
## 5.373505e-09 8.197692e-06 5.557451e-04 1.953943e-04 7.543254e-06 
##         6242         7918         1067         9879         2659 
## 5.711811e-04 6.118770e-06 4.434259e-05 1.459375e-04 2.623227e-04 
##         3679         8426         7904         9077         1940 
## 1.491630e-04 2.538977e-04 4.277731e-04 3.968303e-04 5.231835e-05 
##         9161         1519          264         3361         6766 
## 1.171716e-04 4.042483e-05 4.063226e-05 1.045967e-04 7.538165e-04 
##         3552         8167         6624         8099         5268 
## 6.401862e-08 3.029896e-06 9.610775e-05 1.205389e-04 8.590625e-05 
##         9761         2223         9930         5362         2298 
## 3.446663e-06 1.896954e-06 3.101729e-08 2.855574e-04 1.512460e-04 
##         9641         3433         6307         9531         7007 
## 1.586359e-04 1.945314e-04 3.013427e-04 2.081376e-05 2.562652e-04 
##         7755         8517         9674         9763         9691 
## 6.585390e-05 1.264534e-04 4.357223e-04 2.735095e-04 2.856186e-05 
##         2859         3562          546         7319         5599 
## 9.177407e-05 6.061671e-06 5.773989e-05 6.135962e-05 7.378520e-05 
##         5994         9650         9484         9006         5583 
## 2.455443e-08 5.393026e-04 1.932301e-04 2.182672e-04 4.804581e-05 
##         5931         7340         7972         3080          302 
## 3.059428e-04 1.783519e-05 1.558594e-06 1.467222e-04 4.356090e-04 
##         7742         5333         4411         8597         6173 
## 9.225913e-04 7.618977e-07 7.022335e-04 8.508402e-07 1.640189e-06 
##         7035         5514         1314         5823         1675 
## 1.441821e-04 5.182695e-07 1.240350e-04 1.468540e-04 3.146023e-04 
##         2293         1234         8750         4641         1292 
## 4.903415e-04 8.805496e-06 8.383342e-04 3.621807e-05 8.612258e-05 
##         9085          125         9580         2806         6057 
## 2.720122e-04 2.628269e-04 1.022573e-05 3.657372e-04 6.778599e-05 
##         3270         5062         7274          409          250 
## 4.889206e-05 7.343795e-05 3.570487e-05 3.373222e-04 5.110523e-05 
##         3698          989         2609         4626         1070 
## 1.959841e-04 3.004214e-04 1.997835e-05 3.575905e-05 5.688889e-05 
##         1582          941         3339         9098         7720 
## 4.416644e-04 5.013331e-05 2.040892e-04 1.606992e-05 1.586867e-04 
##         9422         5066         8233          636         8484 
## 3.437534e-05 1.434279e-04 9.874764e-07 6.965485e-05 2.074576e-05 
##         7310         4612         4750         9587         3537 
## 3.022885e-04 8.765458e-05 4.814262e-04 1.102914e-04 2.047039e-05 
##         5330         7935         8710         4816         4372 
## 3.693001e-04 1.378978e-03 3.409039e-04 2.819303e-04 5.933201e-04 
##         5588         6631         9953         5985         8333 
## 2.721835e-05 9.962416e-05 1.348521e-04 9.711626e-05 1.813384e-04 
##         2905         5643         6069          782         7615 
## 2.144559e-04 7.019611e-07 4.301268e-05 4.701889e-05 2.172285e-04 
##         6800         1125         6849         1827         5992 
## 5.063802e-04 1.661282e-06 1.310362e-04 7.519520e-05 4.359229e-04 
##         7349         9489         4952         1058         3601 
## 1.990165e-04 4.581093e-05 6.123110e-07 5.930915e-09 1.866121e-04 
##         3710         6194         1604         5351         5009 
## 4.455242e-04 5.429469e-04 9.693645e-05 4.868298e-06 3.678285e-04 
##         7220         2041         3984         2862         4921 
## 6.708481e-05 3.136828e-06 4.628300e-06 2.837357e-04 1.683408e-06 
##         2780         4986          424          159         9344 
## 6.545903e-05 1.602318e-04 3.102367e-04 9.108340e-05 4.678807e-05 
##         9225          574         4217         5134         1600 
## 2.999243e-05 1.539103e-04 1.543240e-05 1.003821e-04 9.719034e-05 
##         1493         4280         9281         5680         4340 
## 1.999068e-04 1.762411e-04 2.281887e-04 7.450920e-05 8.351073e-05 
##         1815          695          946         4425         6773 
## 6.747424e-06 9.736605e-06 7.531720e-05 4.474663e-04 8.778995e-05 
##         9899         1993          459         7484         9909 
## 9.333949e-04 1.034024e-07 9.599927e-05 1.369804e-04 1.258579e-05 
##         8945         2171         9923         5492         9623 
## 2.466264e-04 3.623628e-05 3.475247e-04 3.956259e-05 1.372272e-05 
##         8200         5597         4931         9388         7026 
## 1.471069e-04 2.217416e-05 9.200228e-05 7.675589e-06 3.361409e-04 
##         8298         5880         7267         8422         6044 
## 7.520654e-04 2.477221e-04 3.042792e-05 1.893896e-04 3.473621e-05 
##         3087         8273         5223         1971         7603 
## 2.476538e-04 1.627412e-04 2.897803e-04 8.405794e-05 2.208264e-04 
##           12         5123         8537         3603         6300 
## 2.901373e-05 1.665799e-04 8.966576e-07 1.870816e-05 1.523809e-04 
##         1100         8579         3282         6715         6532 
## 8.720909e-04 6.960167e-07 6.281185e-08 8.325841e-05 3.293877e-05 
##         8538         1581         7949         4446         1079 
## 1.136050e-03 2.338692e-06 8.464658e-06 1.941842e-04 4.420935e-06 
##         8211         7675         2920         1743         5778 
## 1.806654e-06 7.877671e-04 3.547832e-06 2.396123e-06 5.781924e-04 
##         1512         3112         7296         9465         2515 
## 6.422430e-06 1.650663e-04 1.154143e-07 8.968385e-06 4.430998e-05 
##         6509          791         4385         6401         9629 
## 6.620371e-04 1.067202e-04 1.232458e-04 1.204688e-04 1.305726e-05 
##         2789         7790         5084         3021         5703 
## 3.307223e-06 7.209870e-06 7.281072e-05 4.092858e-04 1.103418e-04 
##         5590         1687         9038         2596         6657 
## 2.285403e-04 5.014495e-05 4.925535e-06 6.791945e-05 4.836223e-05 
##         7890         3299         3766         7094         1231 
## 2.849638e-04 9.104326e-05 1.661377e-04 1.673448e-04 1.465485e-04 
##         9542         6585         9257         4224         1280 
## 3.418780e-04 1.325787e-05 2.068223e-04 5.396242e-04 1.279863e-04 
##         1275         2745         1929         7753            2 
## 4.657464e-04 3.860320e-04 1.681882e-06 6.515336e-05 5.110640e-04 
##          383         8867         9474         2696         3908 
## 1.106000e-06 9.983439e-04 1.373718e-05 2.539937e-07 7.349027e-05 
##         6552         8353         3681         4970         3238 
## 1.644036e-04 1.104592e-03 1.066806e-03 4.362371e-05 8.817656e-04 
##         1130           29         1558         8534         9891 
## 1.962346e-05 3.607099e-05 2.138854e-04 1.411770e-04 2.771612e-05 
##         2099          590         4434         5136         7563 
## 6.796613e-04 2.846717e-05 1.300487e-04 2.401557e-04 6.510672e-05 
##         7916         9503         6540         3468          738 
## 5.735565e-04 4.428571e-06 5.003310e-05 2.901218e-06 5.437926e-05 
##         4990         1271          820         4955         3872 
## 5.804281e-07 6.851082e-04 1.630799e-06 3.469732e-04 9.789073e-05 
##         7569         1718         5449         4693         7690 
## 8.523624e-07 1.848148e-04 1.912375e-04 9.748762e-04 1.813590e-04 
##         9433          978          807         7329         8939 
## 2.578811e-04 4.298193e-04 8.882877e-06 8.954087e-07 5.258576e-05 
##         2506         7641         2732         5229         4866 
## 6.957702e-05 6.400010e-04 5.914934e-05 1.702668e-05 1.780899e-04 
##         3154          128         6676         1129         4631 
## 1.004720e-05 1.781940e-05 6.743415e-06 4.210519e-05 4.111144e-05 
##         9533         3068         3303          199         9142 
## 9.720801e-06 2.516134e-04 1.480837e-05 1.265254e-03 4.166380e-05 
##         9411         8289         3463         3355         1426 
## 2.171934e-05 3.664914e-04 7.789618e-05 7.286236e-07 5.539882e-04 
##         2020         8125         8823          483         3337 
## 3.237281e-04 1.162488e-03 2.059677e-05 3.847695e-04 1.081172e-06 
##          150          895         8153         3053         3795 
## 9.833284e-06 9.293157e-05 1.876532e-04 2.247631e-05 3.554027e-05 
##          470         5346         8254         7492         7600 
## 2.133698e-04 1.320577e-04 2.516635e-06 1.827482e-04 1.979905e-04 
##          366         2023         8412         1637         4607 
## 4.720910e-05 6.823888e-06 3.433079e-05 4.992923e-07 1.781828e-04 
##          445         6302         5762         5969         7787 
## 3.464637e-04 3.878385e-06 2.578303e-04 7.978081e-05 2.578381e-04 
##         4782         9818         5881          920         8621 
## 2.116349e-04 2.412040e-07 5.712867e-05 8.426485e-07 1.007989e-04 
##         6504         5221         7609         1522         9423 
## 9.554808e-04 2.274053e-04 2.430868e-04 5.734015e-05 2.297217e-04 
##         1954         4041         6412         1510         4696 
## 4.982755e-04 5.556359e-05 3.697902e-05 5.419388e-04 1.095224e-04 
##         3870         7014         8404         9525         2136 
## 1.296225e-08 3.601255e-05 1.353163e-04 4.327723e-04 1.629615e-07 
##         1529         3641         9069         6463         8718 
## 6.318688e-05 3.007811e-06 5.111646e-05 1.563012e-04 5.342037e-05 
##         1190         7222         4231         2321          638 
## 2.472279e-04 3.489037e-05 6.265278e-06 9.180775e-04 1.914223e-04 
##         2800         2320         4086         4950         4196 
## 2.707961e-04 2.158259e-04 3.779766e-05 1.776483e-05 6.880446e-05 
##         1526         4071         3226         7648         6448 
## 5.437705e-04 1.828222e-06 7.142012e-05 1.134812e-04 6.181506e-04 
##         1659         7134         9393         7456         1270 
## 4.774659e-06 4.997191e-06 3.319014e-05 2.574218e-04 9.800878e-05 
##         3785         7827         3900         3587         9104 
## 1.398993e-07 2.658456e-08 5.456127e-05 4.187934e-04 2.181488e-04 
##         6817         5080         7622         5032         2938 
## 2.072319e-06 2.579811e-04 9.600259e-06 4.876405e-04 1.405224e-04 
##         1366         1517         5257         2980          333 
## 8.339313e-05 7.883611e-06 5.433689e-05 3.671600e-05 8.998191e-05 
##         5644         6067         9090         6260         9472 
## 3.091223e-04 3.178875e-05 1.350737e-08 4.214953e-06 4.510364e-09 
##         1174         6775         9210          998          408 
## 1.903219e-04 4.312111e-05 9.928178e-07 5.155001e-07 9.605721e-05 
##          276         8613         9035         4774         9987 
## 1.710348e-05 1.746384e-04 3.858901e-05 9.556344e-05 3.191295e-05 
##          153          266         1686         4376         3451 
## 1.686674e-05 1.071050e-04 3.298966e-04 3.972892e-06 1.694229e-05 
##         8886         2084         5621          567         1574 
## 8.062614e-04 6.361074e-05 1.019803e-04 5.052054e-05 2.198400e-04 
##         5817         3367         5958         1618         3075 
## 2.919370e-05 4.065583e-05 9.710226e-06 2.975025e-05 6.169180e-04 
##         3712         6712         4187         6306         7772 
## 2.045192e-04 9.303874e-05 6.251433e-06 9.014643e-06 1.018088e-04 
##         7531         4105         5668         4215          673 
## 5.168368e-04 7.438731e-06 2.250087e-04 5.839003e-05 4.789710e-05 
##         7762         1699         6367         4256         7359 
## 9.509054e-06 1.413591e-03 1.066720e-05 4.527354e-05 8.687849e-06 
##         3771         8900          668         7201         4168 
## 2.377170e-04 1.452592e-06 1.323826e-07 6.054319e-04 1.470077e-04 
##         2482          970         2733         2461         5753 
## 2.678915e-05 2.757627e-06 2.578624e-06 2.464473e-05 6.000331e-06 
##         8078          625         6568         5472         3444 
## 4.542057e-05 1.443806e-05 5.873451e-07 1.193835e-04 7.553003e-06 
##          181         2391         6791         4801         4725 
## 1.868200e-06 4.938156e-05 2.536687e-05 4.654203e-06 4.855452e-04 
##         7423         5558         9522         5735         9575 
## 4.466361e-04 1.252129e-04 1.962795e-05 6.209945e-05 2.840989e-05 
##         6305         6054         5529         5903         6045 
## 2.092104e-04 7.554050e-04 8.500979e-05 4.074482e-04 7.058393e-04 
##         8986         7728         2143         4776         9303 
## 8.158481e-05 5.246590e-07 7.502260e-06 3.052372e-06 9.447074e-05 
##         7426         7612         7410         7700         2299 
## 5.189768e-05 5.461055e-05 1.956610e-05 1.085378e-04 9.407938e-05 
##         8300         7387         2484         6487         7405 
## 2.671280e-05 1.791190e-07 7.682721e-05 8.527510e-06 9.329404e-07 
##         8017         6562         6240         6128         2826 
## 8.022408e-04 3.704810e-04 1.059994e-04 4.661297e-05 3.178482e-04 
##         2346         2520         9101         6520          361 
## 2.796545e-04 3.877144e-05 1.789566e-05 1.215666e-04 1.459931e-08 
##          221         1889         3743         9336         7749 
## 1.195363e-05 4.548349e-04 3.701565e-04 4.705368e-05 2.793284e-06 
##         6824         8978         5044         6716         9794 
## 3.465752e-05 1.511555e-04 6.282340e-05 1.524797e-06 2.918027e-04 
##         5436         8830         9548         8749         2006 
## 2.016326e-06 1.442004e-04 2.593264e-04 7.077479e-05 9.444320e-05 
##         2787         7923         1220         3579         9808 
## 4.648489e-07 8.489913e-06 7.685078e-06 5.681829e-04 1.591685e-05 
##         4379         2767         7047         2558         2251 
## 7.699710e-04 1.888836e-05 3.250067e-05 4.231261e-04 8.449278e-05 
##         8346          936          882          308          918 
## 5.422864e-04 9.249634e-06 7.247246e-06 1.434164e-05 6.287098e-06 
##         3767         8955         9884         3751         6886 
## 3.596784e-05 7.542082e-06 3.154512e-05 7.556684e-05 5.424204e-05 
##           45         6502         2818         1427         9685 
## 2.712306e-06 6.073053e-05 5.191738e-04 3.198928e-05 1.123924e-04 
##         8100         2959         3049          813         2531 
## 7.237763e-07 1.620703e-04 9.083742e-05 6.590253e-05 2.259665e-05 
##         4585         9352         7433         8372         2764 
## 1.252936e-04 8.844952e-05 4.164742e-04 8.839311e-06 2.565905e-04 
##         9341         3873         2229         9246         3965 
## 3.649270e-04 1.823805e-04 8.241101e-04 3.822057e-05 3.452122e-06 
##         6304         5845         1995         6790         9109 
## 2.094221e-05 8.199762e-04 2.381267e-04 1.308830e-08 2.208394e-05 
##         3595          693          235         7051         1084 
## 2.767219e-04 1.424962e-04 9.536502e-04 3.986801e-05 2.244042e-04 
##         2772         3265         1767         9944         8586 
## 7.664814e-05 6.010935e-05 3.314842e-06 2.649550e-07 2.941797e-06 
##         1773         9786         1241         7177         8206 
## 1.142640e-06 1.252860e-04 2.157621e-04 5.666215e-05 3.842670e-04 
##         8166         6409         6768         1962         8077 
## 6.593535e-04 1.219434e-04 9.644793e-06 3.519176e-04 5.928292e-05 
##         7516         8663         9719         8872          558 
## 1.614859e-05 1.195986e-06 1.508503e-04 1.974217e-05 7.878477e-06 
##         4527         6834         2885         6469         5483 
## 1.647650e-04 2.625281e-05 4.254856e-04 6.979297e-04 2.004666e-04 
##         6964         3831         9244         4093         4586 
## 4.449233e-05 1.274014e-04 3.240733e-04 2.247577e-06 8.892188e-05 
##         4493         2131         4939         6033         6633 
## 1.014396e-04 9.040732e-04 2.317017e-04 2.334658e-05 3.024060e-04 
##         6052         1215         6040         7739         4934 
## 6.246929e-06 2.761046e-04 4.755863e-07 5.076435e-05 1.958092e-05 
##         7984         6047         4244         8578         5262 
## 3.693926e-05 2.497931e-05 4.635504e-04 9.415420e-04 2.343195e-04 
##         7736         2672         4684         1475         9865 
## 7.958687e-05 3.770634e-04 1.059395e-05 1.178249e-04 4.953149e-04 
##         9896         2340          890          257         6352 
## 1.793997e-04 2.653852e-04 3.769380e-04 2.236538e-05 1.260510e-07 
##         3553         3499         4520         5656         5494 
## 1.457068e-05 5.491495e-05 6.056342e-04 4.865811e-04 1.119867e-05 
##         9316          170         9279         7111         1964 
## 6.040967e-04 1.386170e-04 1.575445e-04 2.095327e-07 6.961345e-05 
##         2289         7437         5152         7383         8305 
## 7.820604e-06 4.899879e-05 4.874256e-08 5.616789e-05 1.902283e-05 
##          790          900         4515         4705         3385 
## 1.716150e-05 1.380675e-03 2.530493e-05 1.253651e-05 1.087966e-04 
##         7023         5978         8835         4310         9710 
## 3.227619e-05 2.090097e-04 2.677153e-04 4.380268e-05 1.730248e-04 
##         5145         3806         7498         8357         3351 
## 2.588426e-04 7.249743e-05 1.068829e-04 2.015449e-04 3.413800e-04 
##         5508         5296         4959         5673         6493 
## 1.643310e-05 8.866404e-06 2.021933e-04 6.299407e-07 5.513797e-05 
##         4313         6512         5561         6273         2529 
## 4.237470e-05 1.170285e-08 7.544057e-06 1.814592e-04 1.559694e-04 
##         5752         1513         5660         9961         9760 
## 3.375321e-05 1.309307e-04 1.087091e-05 1.550588e-06 2.863804e-05 
##         8643         1203         4475         9668         1906 
## 1.993049e-04 1.113399e-03 2.338206e-05 7.813434e-05 9.265982e-04 
##          429         3284         2677         2456         3058 
## 2.197822e-04 1.437793e-06 1.205736e-04 2.652848e-04 1.616724e-04 
##         1988         1024         9958         5341         6360 
## 6.000980e-05 5.146576e-05 2.382276e-06 1.325191e-04 4.128526e-06 
##         5412         5193         7232         1456         3917 
## 3.645584e-05 3.245688e-04 4.031177e-04 1.009709e-03 8.507545e-07 
##         9744         4261         7558         8890         6605 
## 6.805869e-04 6.627525e-05 5.267052e-05 2.410973e-05 2.281009e-04 
##         5469          479         3297         2863         2172 
## 1.586724e-04 3.425337e-04 1.342922e-05 4.822333e-05 2.741921e-05 
##         3469         8645         4960         9105         3591 
## 4.643653e-05 1.112224e-04 2.012019e-04 1.349031e-04 4.458959e-04 
##         1201         2129          971         6664         6681 
## 5.093577e-05 8.114790e-05 7.757218e-05 2.067488e-04 5.553614e-05 
##         2710         8946         8118         8425         8335 
## 3.635002e-04 2.066460e-05 4.262033e-04 1.470899e-05 3.326581e-04 
##         7202         3135         6802         5150         2740 
## 7.859975e-04 4.580539e-05 2.704132e-08 3.859208e-04 3.054654e-05 
##         8440         5520         1818          241         6892 
## 2.487923e-04 1.663055e-06 8.790846e-05 1.560652e-04 1.416960e-04 
##         4338         3093         2414         4427         5820 
## 6.424140e-05 2.192174e-08 3.380979e-05 9.895892e-05 8.741040e-05 
##         3240         9282         9715         3828         7338 
## 2.471652e-04 4.624722e-04 1.350767e-03 1.527987e-05 9.150573e-04 
##         6705         9543         3344         7806         1400 
## 1.043486e-05 8.703769e-05 1.891612e-04 2.494059e-06 1.705227e-06 
##         4778         6701         4802         5418         2673 
## 4.290369e-05 8.086756e-05 3.358446e-05 1.029259e-04 5.946237e-04 
##         7416         3736         2916         7855         3473 
## 5.040769e-05 3.906446e-04 1.226283e-04 8.949213e-05 1.141995e-03 
##         1989         4463         3151         2002          868 
## 8.113266e-04 9.570260e-06 2.784485e-06 1.807877e-06 1.753737e-05 
##         1609         7390         1747            4         2543 
## 1.862463e-05 4.049613e-06 7.422371e-04 2.108159e-04 9.768542e-05 
##         8655         1992         5473         6754         6919 
## 4.725385e-04 1.851595e-04 2.400451e-04 2.078022e-04 4.629293e-05 
##         3922         6158         9087         2537         5886 
## 1.772164e-04 1.184693e-07 5.098652e-05 1.432489e-04 8.259156e-04 
##         3076         6012         3750         6468         8452 
## 4.134944e-06 1.668764e-06 5.459850e-04 7.264966e-05 2.592062e-04 
##         6640         1644         1953         2698         8787 
## 5.958905e-07 2.245834e-07 1.323991e-03 2.002452e-04 1.465018e-05 
##         4305         3411         4506         4672         2390 
## 1.844763e-04 3.313223e-05 3.832412e-07 5.612835e-06 1.401986e-04 
##         1018         7695          278         4054          273 
## 8.167818e-05 4.326418e-05 5.923256e-04 2.078794e-04 1.287078e-04 
##         5390         8690         9831         6076         1888 
## 6.651446e-06 9.362011e-07 1.982423e-04 1.169159e-06 6.765106e-06 
##          224          949         2762         9827          488 
## 1.302754e-04 8.966539e-05 1.784345e-05 8.803075e-04 1.047535e-03 
##         1499         1158         2522         5078         4554 
## 2.155298e-04 2.301033e-04 7.153388e-04 8.017218e-06 1.602516e-05 
##         7330         3899          151         7144         6738 
## 2.294099e-05 1.682790e-05 1.344136e-05 8.446994e-07 1.561412e-04 
##         3791         4977         6171         8737          117 
## 8.839768e-05 3.227323e-05 1.043016e-04 5.204396e-06 8.921395e-06 
##         3384         1440         8796          928         9429 
## 4.547966e-04 7.415006e-05 9.360346e-04 2.118935e-04 9.776912e-06 
##         7818         7448         5491          911          326 
## 2.347355e-07 4.914603e-04 1.338552e-05 1.161649e-04 1.446517e-04 
##         6058         4938         5026         6702         8875 
## 4.197709e-04 4.150131e-06 2.733247e-05 9.219462e-06 8.093262e-05 
##         1897         1397          340          561           94 
## 1.510347e-05 4.907324e-04 1.622749e-07 1.388689e-05 3.443562e-04 
##         9163         9817         7679         8480         2969 
## 1.518483e-05 8.669162e-05 6.264297e-04 7.100300e-05 4.832572e-04 
##         7606         9473         5414         1209         6041 
## 4.978157e-05 3.931125e-04 1.467663e-04 5.964111e-05 1.217762e-05 
##          571         1476         2318         1525         7428 
## 5.824246e-04 5.789240e-04 9.720146e-04 8.400179e-04 1.443487e-04 
##         4464         7999         2338         1424         6870 
## 4.997356e-04 2.126291e-04 1.812914e-04 5.997197e-05 3.907188e-09 
##         8783         7006         8684         6994         7361 
## 1.321869e-04 1.267220e-03 1.936676e-04 1.044967e-06 3.418677e-07 
##         2962         8724         3655         8870         1756 
## 4.259960e-04 2.722240e-05 6.089836e-05 2.182551e-04 1.982622e-05 
##         1300          642         8328          100         6103 
## 1.071842e-04 5.460967e-05 1.691377e-04 1.750017e-04 5.367995e-06 
##         9360         9333         6357         7693         8623 
## 6.073755e-06 3.853440e-04 6.511385e-06 1.650434e-04 2.504651e-04 
##         2424         7077         2978         4856          312 
## 2.285652e-04 6.688454e-05 1.081323e-04 2.774041e-04 5.271724e-04 
##         8210         1256         6597         1870         9703 
## 4.936795e-04 1.298781e-05 1.107365e-04 7.940674e-04 6.354681e-05 
##         4090         8555         9855         6740         6674 
## 2.871670e-04 8.404549e-05 8.227294e-05 5.279032e-05 2.230421e-04 
##           71         2266         9449         6029         5280 
## 1.309101e-05 1.376757e-05 2.161059e-04 4.025634e-04 2.104034e-04 
##         3836         2691         2987         4163         1944 
## 2.988268e-04 1.846745e-04 1.034792e-04 4.981135e-05 7.058305e-06 
##         9396         8852         7182         6915         8258 
## 1.066898e-04 1.061899e-09 1.734465e-04 5.648955e-05 3.951296e-04 
##         6072         1780         7290         8435          498 
## 1.447004e-04 2.294384e-04 5.398601e-06 3.880155e-06 3.996138e-07 
##         7905          454         5393         3481         6590 
## 1.722602e-05 3.168367e-05 3.008620e-07 3.515571e-09 5.334660e-04 
##          577         9469         9166           87         2793 
## 1.469384e-05 9.984076e-05 1.736449e-05 2.900746e-05 1.552905e-05 
##         8451         6362         6050         8409          741 
## 2.183812e-04 3.488681e-05 4.842764e-04 1.445420e-04 2.545004e-04 
##         7142         8511         1963         2682         6437 
## 8.017812e-08 2.129704e-05 7.375997e-05 1.296854e-04 3.281613e-04 
##          626         9404         2224          432         2342 
## 1.648498e-05 4.127175e-05 7.565577e-05 1.654459e-07 3.283559e-05 
##         5988         5681         9102         6314          685 
## 3.041774e-05 2.156067e-04 1.032366e-04 3.992864e-04 9.192216e-05 
##         3503         5298         6696         5790         5001 
## 7.684245e-04 2.022708e-05 9.131524e-06 9.301094e-05 2.913514e-05 
##         4461         2528         8547         7743         7110 
## 1.290528e-05 2.720509e-05 1.261921e-04 2.130142e-06 1.367049e-03 
##         8600         7394         1845         4553         9304 
## 9.366064e-04 3.517361e-04 1.291173e-04 1.043181e-04 6.181672e-06 
##         9872         2249         3517         8082         3586 
## 1.804656e-05 6.582107e-04 8.022689e-05 1.419698e-04 1.210075e-05 
##         8244         5233         4216         7506         6231 
## 5.304168e-05 5.906605e-06 5.309115e-08 5.351802e-05 5.005800e-06 
##         9578         9772         9000         5095         1076 
## 7.790894e-05 8.188635e-04 3.575784e-06 1.372905e-04 5.033049e-04 
##         1261         9008         1599         8307         2375 
## 3.252380e-06 9.810248e-04 7.019123e-08 1.593849e-05 5.636168e-06 
##         1329         9947         4440         9017         9439 
## 7.550149e-05 6.363757e-05 9.092515e-05 3.155615e-04 8.306746e-06 
##         6461         2291          707         7542         4395 
## 9.697169e-05 5.485509e-05 1.627391e-05 2.133834e-04 6.544493e-04 
##         7449         7928         9435         7117         9684 
## 3.800146e-06 5.735520e-04 2.474091e-05 4.891448e-04 2.387359e-06 
##         7289         3118         6936         4174         3190 
## 2.600713e-04 3.782253e-05 7.305255e-06 7.675460e-04 1.233248e-08 
##          171         3596         2586         9586         9830 
## 3.499160e-07 4.428998e-06 1.967851e-04 1.798465e-04 4.238025e-06 
##         7508         8364         2317         3588          107 
## 1.281007e-06 2.634738e-04 2.552299e-04 7.169084e-04 3.750829e-05 
##         4786         9951         5870         8250         7136 
## 2.403570e-04 3.159393e-04 1.299021e-04 2.953807e-04 9.416632e-07 
##          398         3360         8138         3088         4900 
## 1.113755e-04 1.478804e-04 3.047628e-05 1.181476e-04 9.990017e-04 
##          846         8552           89         9652         9974 
## 1.215876e-05 1.047250e-04 1.109131e-04 2.951626e-04 1.364182e-04 
##         6221         7248         9758         3455          767 
## 9.950045e-05 1.588703e-06 5.023486e-08 1.041855e-04 3.153934e-06 
##         3343         9311         6774         7536         2614 
## 1.344836e-04 7.176661e-05 1.854793e-05 5.165533e-05 1.047155e-04 
##         5075         5614         8474         6034         9935 
## 1.169361e-04 3.367278e-05 2.195089e-04 2.812810e-04 5.535890e-04 
##         2784         6760         4736         1365         7668 
## 1.124532e-04 7.714811e-07 1.843569e-04 7.942297e-05 7.667561e-05 
##         1334         8680         1374         7295         3582 
## 2.867475e-04 5.834398e-05 1.315020e-05 1.873455e-04 2.567511e-06 
##         6998         4643         1716          162         5806 
## 1.667932e-05 1.250689e-07 2.630405e-05 3.296881e-05 6.404101e-04 
##         4763         7025          542         9032          422 
## 9.077655e-05 1.815467e-06 6.910794e-05 1.886511e-04 1.165617e-03 
##          597         3443         1754         8398         4723 
## 8.913315e-05 1.250277e-06 4.149582e-07 5.048819e-08 2.644489e-04 
##         7481         4037         6286         6374         9748 
## 1.874095e-05 2.952387e-05 6.372341e-04 2.846177e-04 3.486218e-05 
##         4201         2366         9983         2403         3972 
## 3.877778e-05 2.494029e-07 2.798669e-04 2.897667e-08 4.732335e-05 
##         7843         2090         1930          524          460 
## 1.421439e-05 1.603191e-06 6.839584e-05 8.015075e-05 9.728071e-06 
##         7898         6085         6453          390         4993 
## 2.889344e-05 8.346093e-04 2.330522e-06 6.596661e-08 1.365280e-05 
##          399         2330         2466         7045         4246 
## 3.785296e-04 2.667052e-04 3.327281e-06 1.268109e-04 1.378696e-05 
##         1022         8355         4895         2509         3214 
## 1.536439e-04 2.241333e-04 7.507887e-05 1.188059e-05 1.825004e-05 
##         7530         1423         4032         1488         3070 
## 2.619411e-04 4.045065e-06 3.733095e-07 2.457209e-05 3.730931e-06 
##         3559         4777         1464         2368         1146 
## 2.718958e-04 1.264308e-06 4.218467e-04 8.580727e-04 4.274112e-04 
##         3896         5217         2878          843         9853 
## 1.103945e-04 9.232027e-05 3.973715e-04 4.596467e-08 3.659828e-07 
##          632         1969         6207         7913         6611 
## 5.142554e-06 1.089224e-05 1.092850e-05 1.626226e-06 3.740153e-04 
##         6106         4418         9912         7159         3002 
## 2.129608e-05 3.147011e-05 2.059873e-05 1.260439e-04 5.735423e-05 
##         9152         6896         1362         5843         8383 
## 3.177575e-05 2.103952e-04 7.024860e-05 1.308413e-05 7.754868e-06 
##           37         6048         7946         6867         2999 
## 2.230135e-05 2.137422e-04 5.888088e-06 5.338106e-06 3.752608e-05 
##         4759         3195          933         7176         5646 
## 5.137373e-05 3.489783e-04 2.400022e-05 4.010305e-04 3.673051e-04 
##         6621         9143          288         8667          722 
## 2.906573e-05 1.940483e-04 1.625541e-05 3.579530e-05 1.177633e-04 
##         9928         7948         5523         8008         5642 
## 3.997032e-05 1.032391e-04 3.674214e-04 8.691905e-04 1.198858e-06 
##         1923         8742         5082         2871         7141 
## 6.277199e-04 3.480141e-05 5.090033e-05 4.934022e-04 2.091322e-05 
##         4178         8617         1742         1377         1799 
## 4.393541e-06 6.071060e-05 6.347205e-05 1.009198e-05 1.627833e-04 
##         9205          703         6764         3804         8687 
## 1.649182e-04 1.425319e-04 5.557563e-04 2.515949e-04 1.436598e-04 
##         8139         6015         1917         2292         4687 
## 8.830141e-04 2.781856e-04 5.200887e-06 6.273401e-04 2.630458e-04 
##          772         5488         7107         7611         7769 
## 2.131771e-04 6.115221e-06 1.480577e-04 6.650970e-05 1.039709e-03 
##         8583         4811         1650         3703         4053 
## 6.049490e-05 3.845656e-05 1.170614e-04 4.178760e-05 4.837797e-04 
##         4428         1585         6690         7477          189 
## 9.193995e-04 1.387368e-04 4.643972e-07 2.094855e-06 1.323448e-03 
##         4833         9290         9603         1621         4551 
## 2.110551e-04 5.999968e-04 2.652706e-04 3.017178e-05 3.111944e-04 
##         6459         6949         2832         6093         9870 
## 4.887400e-05 2.391620e-04 2.805941e-05 1.002536e-04 1.528161e-04 
##         6779         6279         3485         2331         1144 
## 2.157336e-04 2.896750e-04 2.173788e-04 1.226772e-04 2.873549e-05 
##         7932         8162         4236         8974         5033 
## 1.876292e-04 3.197938e-06 7.060597e-05 6.645260e-06 5.659410e-07 
##         2100         4023         9990         8348         4017 
## 5.667521e-04 6.381521e-05 4.225081e-04 3.515332e-07 1.480048e-04 
##          634         9273         1803         4550         6889 
## 1.081384e-05 5.330330e-04 1.722940e-07 2.525601e-07 2.384761e-05 
##         1788         3814         3410         6787         3377 
## 8.857166e-04 2.000873e-06 1.563075e-04 4.683787e-05 1.534087e-03 
##         2869         8993         3231         3760          904 
## 6.553389e-04 1.885927e-04 9.971394e-06 5.102213e-05 3.263925e-06 
##         9263         7957         8748          232         5732 
## 8.707026e-07 5.692623e-05 8.804853e-06 5.819775e-06 1.049769e-04 
##         6251         8788         2994         3949         2089 
## 3.819847e-04 1.138360e-04 1.161583e-05 4.924807e-06 9.167558e-05 
##         6720         9019         1240         8397         8773 
## 1.052669e-04 7.591566e-06 1.547071e-04 8.882422e-05 2.929800e-05 
##         5603         7702         9810         1045         7767 
## 9.173800e-05 1.017959e-04 1.713935e-05 1.005756e-05 4.054807e-05 
##         5453         5073         4468         8006         6736 
## 9.905056e-04 5.479435e-06 4.512233e-05 1.162950e-04 6.302226e-05 
##         1880         3260         5998         8833         3040 
## 2.756558e-04 7.362008e-07 1.014480e-04 1.745216e-04 1.127176e-04 
##         5112         9499         5738         9190         6081 
## 8.371074e-07 6.143567e-04 6.874041e-06 7.340385e-06 4.508361e-06 
##         2036         5540          731         4410         8869 
## 1.301515e-04 1.499874e-05 4.497776e-04 3.117996e-05 1.067060e-05 
##         3212         4927         9036         2169         5757 
## 8.162387e-06 6.595831e-04 3.150229e-06 2.235902e-04 4.672392e-05 
##         7491         1106         4306         4133         3383 
## 2.632055e-04 2.672334e-05 1.720181e-04 1.759225e-06 8.329710e-06 
##         4300         9869         8535         4671         2377 
## 1.510567e-05 6.487662e-05 1.841377e-04 1.348681e-05 9.614190e-05 
##         7672         2707         8536         1915         6370 
## 3.975317e-07 1.861124e-04 2.635620e-04 1.892837e-05 7.649648e-05 
##         7033         5199          669          793         1594 
## 5.361075e-05 7.022172e-05 1.074404e-04 3.111660e-04 1.951717e-04 
##          841         4664         8116         8081         5784 
## 1.183495e-03 1.061789e-04 7.472091e-04 1.485403e-04 5.244659e-06 
##         6623         8274         4458         6276         1903 
## 5.369506e-05 6.958109e-04 1.366131e-04 4.792353e-04 4.581762e-05 
##         7395          781         3291         4140         9428 
## 1.307330e-05 1.242188e-09 1.132812e-04 1.215810e-06 6.234427e-05 
##         8350         7389         9898         8638         3911 
## 1.229501e-04 7.453185e-04 4.153085e-04 1.681893e-06 7.413793e-05 
##         1323         4528         7644         6931          525 
## 4.537511e-04 1.597640e-05 1.255514e-07 3.009032e-04 2.299257e-04 
##         4207         2776         7931         3527         9563 
## 9.066415e-11 1.107883e-04 3.871918e-04 5.526419e-05 2.849392e-06 
##         5245         2304         9988         9505         4120 
## 7.188663e-04 2.684771e-07 6.035349e-05 8.820880e-05 6.046812e-04 
##          183         8453         1150         5532         9420 
## 1.116984e-04 4.785727e-05 2.325970e-05 8.178605e-05 1.355612e-07 
##         7761         2788         3627         9746         3122 
## 3.584528e-05 2.026858e-04 5.750065e-05 7.268762e-05 3.865996e-04 
##         4721         1298         4351         5072         4623 
## 1.932223e-05 4.754106e-05 1.160358e-04 6.622483e-06 5.378078e-04 
##         8419         6725         4989         2469         8880 
## 1.717619e-04 1.143530e-04 7.311640e-05 7.095783e-08 9.055204e-05 
##         6496         9605         3719         8544         2578 
## 4.364496e-05 1.296297e-04 3.997207e-04 2.530666e-04 4.667437e-05 
##         1977         6872         3739         5554         7733 
## 2.023808e-04 9.324508e-06 1.226667e-04 5.821748e-04 5.737038e-05 
##         3510         1548         9673         9626         1730 
## 2.606307e-04 8.462367e-05 5.752444e-06 2.476344e-04 4.397378e-05 
##          718         7080           32          951         6880 
## 1.061192e-04 1.650526e-05 5.963135e-05 6.746880e-05 4.672934e-05 
##          829          225         6426         1689         6104 
## 4.841680e-05 2.223162e-04 7.199644e-04 7.051547e-06 2.886680e-04 
##         8496         4567         1707         3692         5186 
## 1.531862e-04 6.018287e-05 8.963253e-05 2.079666e-04 4.830121e-06 
##         4199          658         9736         7504         5975 
## 1.843224e-06 2.334978e-04 2.002218e-05 2.294951e-05 1.393460e-05 
##         5143         1705         8629         7896         3764 
## 1.674605e-05 1.313795e-06 4.186494e-04 4.348403e-06 4.519665e-05 
##         9661         4997         5271         8973         4257 
## 4.650113e-05 4.463479e-04 4.976881e-05 4.483290e-05 5.480382e-04 
##         9867         1064         3033         6039         6477 
## 5.981566e-05 1.515133e-04 4.976290e-04 7.016483e-04 3.595003e-05 
##         2708          291         3167         3981         3432 
## 4.287114e-05 4.749002e-05 8.421199e-05 1.708758e-04 1.514235e-05 
##         3398         3067         6903         5316         1653 
## 6.478245e-04 8.461578e-07 1.492924e-06 2.812335e-04 1.476075e-04 
##         1605         3113         3090         4084         9454 
## 4.938534e-04 1.554653e-04 1.310674e-04 2.996306e-04 1.264206e-04 
##         5807         3237          584         2598          415 
## 5.609096e-04 7.503531e-05 3.957448e-04 1.317547e-04 6.537497e-04 
##          443         2046         5679         5470         4745 
## 1.003925e-03 2.659610e-05 1.105054e-04 1.536930e-04 1.701359e-05 
##          377         9861         1535         6743         9612 
## 4.997027e-04 1.272069e-05 5.405663e-04 5.551624e-06 1.243596e-05 
##         2281         5574          118         5971         9238 
## 1.769148e-04 5.222407e-07 1.011590e-04 3.620455e-04 4.575906e-04 
##         8959         6422         4521         5240         8874 
## 2.101765e-05 2.741702e-04 2.202022e-04 3.714119e-04 3.034556e-04 
##          563         2706         2667         4367         7573 
## 2.558800e-04 1.573575e-05 1.703964e-04 2.662745e-05 2.557762e-05 
##         7381         2801         8129         5758         7365 
## 2.786212e-05 1.617129e-04 1.960212e-06 9.441631e-04 1.597307e-04 
##         4670         3811         3011         3490         5746 
## 3.759284e-04 2.533956e-05 5.001238e-04 2.511310e-04 1.302061e-03 
##         6821         2735         4457         3781         7087 
## 4.383518e-06 3.474267e-04 3.748994e-05 4.138631e-04 4.011302e-08 
##         6373         6589         7808         9615         4000 
## 5.927113e-04 1.063181e-03 2.467151e-05 3.679879e-06 1.076451e-04 
##         4438         2728         5025         1667         1805 
## 3.365137e-05 8.913233e-06 4.569859e-04 1.613816e-04 1.083542e-05 
##         4210         7482         1672         9227         9377 
## 2.681183e-05 6.560132e-05 1.056682e-04 1.848329e-04 6.189395e-04 
##           81         3963         2336         2968         8601 
## 1.100786e-04 7.984067e-06 2.497356e-04 2.730274e-04 1.133936e-03 
##         5902         3294         2379         7049         6465 
## 5.784393e-06 4.513534e-05 8.598076e-06 4.827860e-07 6.617047e-05 
##         3082         3029          684          156         2906 
## 6.022601e-05 1.009525e-04 1.038036e-04 2.108724e-04 3.346575e-04 
##         6734         4079         8224          211         3726 
## 2.808616e-05 3.036815e-04 1.061161e-04 1.426596e-04 1.270201e-04 
##         6466         3006         3607         9068         2243 
## 7.035867e-04 7.496918e-06 2.823065e-05 1.384273e-06 1.736978e-06 
##         2683         2451          511         1524         3737 
## 1.296101e-04 4.361758e-04 1.717525e-06 2.960997e-06 2.274869e-04 
##         3442         5836         3657          770         2705 
## 3.138067e-05 2.697202e-04 1.942252e-04 2.080923e-04 4.033280e-04 
##         7575          317         2714         6987         3825 
## 2.978508e-05 2.396718e-04 4.614313e-05 5.484410e-08 3.870949e-04 
##         4571         8957         9051         1375         5795 
## 6.279530e-04 3.380237e-06 1.315625e-05 2.125945e-04 2.131371e-05 
##          710         4304         6442         1376         2887 
## 6.307467e-04 4.730556e-06 6.738796e-04 1.066022e-04 3.507938e-04 
##         4489         8813         1204         9441         5685 
## 8.055834e-05 2.385563e-05 2.245515e-05 5.651295e-05 3.086333e-06 
##         8120         6735         8855           13         1211 
## 1.816969e-04 1.135904e-04 5.315375e-04 1.886656e-05 3.729546e-04 
##         4665         2244         3907         2694         3234 
## 4.177530e-04 3.445998e-05 1.471397e-04 8.270708e-05 3.182631e-04 
##         7384         8497          822         1737         7191 
## 2.460852e-08 2.546744e-04 1.633967e-04 3.710977e-05 3.760537e-04 
##         5443         8416          320         2896          275 
## 2.813927e-05 3.168425e-05 4.336052e-05 1.291944e-05 3.817390e-04 
##          618         3013         2096         5763         3860 
## 1.639677e-04 2.311157e-05 3.045878e-05 7.217487e-05 7.750019e-05 
##          330         1181         6719         4490         5657 
## 2.564395e-04 1.848266e-05 8.781579e-05 1.044632e-04 7.688114e-05 
##         7826         4640         4477         1390         1624 
## 1.174308e-05 4.928790e-04 1.114563e-04 1.441421e-05 3.122116e-05 
##         6668          966         9793         3891         3877 
## 1.405877e-04 1.452909e-04 2.019142e-04 3.358362e-04 7.890897e-04 
##         1043          407         5275         8442         1451 
## 3.245190e-06 1.312268e-04 2.356405e-06 3.005975e-06 7.161925e-06 
##         6518         5571         1277         2717         4281 
## 4.371391e-04 1.691129e-04 8.269256e-04 9.298069e-05 4.431413e-04 
##         3374         3629         1483          654         4039 
## 7.962543e-05 1.377538e-04 9.906488e-05 3.521105e-04 1.577668e-05 
##          777         3757         8384         2768         4945 
## 1.153994e-04 1.867142e-04 1.036533e-04 6.357919e-06 4.084871e-04 
##         4942         3340         4565          578         6874 
## 3.167555e-05 3.670302e-04 1.822679e-04 6.331319e-05 5.436182e-04 
##         3368         4842          863         4028         2221 
## 2.055231e-04 1.884543e-04 3.093102e-04 4.861916e-04 7.972450e-06 
##         6204         1359         8439         7472         5334 
## 4.204773e-04 6.480883e-06 2.554840e-05 2.991952e-05 4.097894e-08 
##         5721         8109         5076         5374         2921 
## 6.075459e-04 9.028666e-05 4.447381e-04 8.853055e-05 6.691347e-05 
##          832         1245         1956         1835         6146 
## 1.233764e-04 8.405645e-05 3.369933e-05 7.148212e-06 1.761165e-04 
##          746         1666         2718         9911         6255 
## 7.565693e-06 7.032744e-05 2.112806e-05 1.789860e-07 1.965197e-04 
##         4386         8768          314         3366          620 
## 4.222374e-04 5.359514e-04 1.992270e-05 7.383786e-06 8.756441e-05 
##         6120         1005         4393         9347         3358 
## 2.663760e-04 1.505754e-04 1.264459e-05 1.791040e-05 6.129490e-04 
##         1528         2712         9203         6667         9147 
## 1.687888e-05 7.639501e-05 2.111984e-05 1.379309e-04 3.772576e-05 
##         4091         4229         8985         4797         1708 
## 2.806866e-06 7.802638e-05 1.861002e-04 1.903486e-04 2.882073e-05 
##         9767         8819         7968         9965          681 
## 1.186490e-05 6.028571e-06 9.084433e-06 1.555384e-04 6.595442e-06 
##          755         3530         2658         9118         3580 
## 1.525071e-06 1.516171e-05 3.164763e-08 6.657669e-05 2.940751e-04 
##         7334         5157         5464         6636         1641 
## 4.312853e-05 5.549397e-05 2.396902e-07 2.459435e-04 1.096555e-04 
##          850         2857         3216         6378         3338 
## 3.146228e-04 1.222764e-05 1.567978e-04 7.513714e-05 1.628217e-05 
##         5805          614         4966         5248         4031 
## 1.183589e-04 5.389955e-05 3.128004e-04 3.746928e-05 5.053093e-06 
##         7227         6535         5416         4983         3921 
## 1.765578e-04 2.119292e-04 8.516084e-05 4.679652e-07 9.229056e-05 
##         6797         4767         7205         5410         2895 
## 5.338447e-05 3.072663e-04 7.886014e-05 1.047730e-04 5.558828e-07 
##          495         6165         5602         5050         5727 
## 4.306069e-05 3.246896e-05 4.584677e-05 6.416735e-05 5.789137e-05 
##         4562         1711           36         4162         4128 
## 4.121313e-04 2.343283e-06 8.796048e-04 6.347872e-05 3.252031e-04 
##         3516         6441          833         8026         3394 
## 2.098366e-05 7.618816e-04 9.695471e-04 1.736416e-06 4.316072e-05 
##         6494         7495         1112          442         5717 
## 6.456887e-07 2.235918e-04 5.941449e-04 2.016448e-04 1.053510e-06 
##         9276         5162         7874         7152         7070 
## 8.414591e-05 3.901507e-06 6.310828e-08 4.085429e-04 1.448210e-04 
##         7069         4485         6986         1824         6591 
## 7.718373e-05 3.659235e-04 2.549919e-05 4.340583e-05 1.062643e-08 
##         2549          748         2106         1979         7100 
## 6.243000e-04 6.144555e-06 2.890189e-05 4.356646e-05 3.715975e-04 
##         8445         7566         3274         1145         7323 
## 4.523660e-04 1.471872e-05 2.355102e-04 1.960875e-05 6.307747e-05 
##         6036         9134         4082         5787         6089 
## 1.271768e-04 5.312453e-05 3.275013e-04 1.042625e-04 2.055591e-04 
##         5087          157         9375         6119         4837 
## 1.541189e-04 4.283577e-04 8.850049e-06 1.562260e-04 5.298508e-04 
##         6543         7468         8231         4180         9683 
## 3.649740e-05 2.320147e-06 1.253532e-04 9.724901e-06 1.481629e-04 
##         1260         9291          912         3229         2091 
## 3.268572e-05 1.275565e-03 6.309679e-06 3.467710e-04 1.020579e-03 
##         7545         4482         7613         1607          967 
## 3.301383e-05 4.146147e-04 2.844856e-06 3.182559e-04 7.243496e-05 
##         7332         7042         1218         4118         7086 
## 1.690045e-05 4.198655e-04 8.207409e-05 1.661093e-05 4.570592e-05 
##         9146         7470         4884         6707         8789 
## 5.458024e-05 5.910396e-04 8.116253e-04 4.329142e-04 8.294886e-04 
##         8637         1039         1264         6999          343 
## 7.629799e-04 3.412529e-05 3.979577e-05 7.960792e-05 1.050803e-03 
##          959         4181         7861         2981         5215 
## 3.338095e-05 7.564377e-05 4.070609e-05 1.233713e-03 1.140657e-04 
##         4807         2242         7500         5995         7022 
## 7.482743e-04 4.228037e-04 1.050650e-04 6.658687e-07 2.435122e-04 
##         1462          852         9596         7046         8173 
## 9.237402e-06 1.411360e-07 1.882366e-04 2.936119e-04 4.922707e-05 
##          274          809         1633          828         5692 
## 7.611679e-04 9.321741e-05 1.085019e-05 2.625827e-05 1.094822e-05 
##         9442         1072          648         8561          475 
## 1.386147e-05 3.984628e-04 2.659016e-04 5.925921e-05 1.906241e-05 
##         5509         9208         2941         3330          236 
## 9.938993e-05 7.454804e-04 3.032910e-05 5.710629e-06 3.574340e-07 
##          602         4331         5932         2620         7901 
## 6.396268e-06 2.525109e-04 4.267801e-05 2.162739e-04 4.208006e-05 
##         1244         6660         1859         4323         1393 
## 1.232498e-03 9.357979e-05 2.127343e-04 9.564540e-05 1.119717e-03 
##         9262          862         2495         5562         7064 
## 1.109504e-03 9.174561e-04 8.432950e-05 1.080986e-03 1.185612e-04 
##         7510         5211         6992         1592         4262 
## 2.483911e-05 5.978924e-05 2.927237e-05 5.679010e-05 8.508926e-05 
##          810         3847         8763         9075         5446 
## 1.004534e-05 1.099363e-04 9.211127e-06 7.684089e-06 1.773163e-04 
##         7724         5684         6479         3161         4901 
## 1.494055e-04 5.659473e-05 1.394396e-04 3.506551e-04 8.862827e-07 
##         8550          423         2200         6241         7155 
## 6.316091e-05 1.464430e-04 7.012480e-08 2.112448e-05 4.001982e-05 
##         4917         4661         3799         7596          687 
## 1.247650e-05 1.407106e-03 8.920444e-05 3.683482e-05 4.275932e-04 
##         2161         4854         6376         9644         4279 
## 8.604063e-06 7.052957e-04 4.231027e-06 7.430498e-05 2.071860e-04 
##         5006         1118         1518         8962         9137 
## 8.788378e-05 2.816380e-05 2.265018e-06 2.660153e-05 1.799601e-04 
##         8277         5613          705         8311          489 
## 1.896438e-05 4.056448e-04 6.124703e-05 1.475547e-04 1.117934e-03 
##         4965          512         6574         3624         7084 
## 6.403783e-05 1.785324e-04 9.027294e-05 8.875187e-05 1.522199e-04 
##         9401         6840         5343         4542          434 
## 2.457006e-05 7.634018e-06 9.315204e-06 4.835532e-06 1.085296e-04 
##          493         7924         2976         8848         4203 
## 5.620640e-04 1.036412e-05 1.399340e-03 1.067926e-03 1.413061e-04 
##         1049         7941         7979         7747         6587 
## 3.136181e-04 1.474335e-04 4.309499e-04 6.452475e-05 6.519023e-04 
##         1088         5850          697          792         1461 
## 5.859904e-05 1.077391e-06 6.585068e-05 6.929040e-04 1.687976e-05 
##         5928         5741         8798         3045         5011 
## 4.308574e-06 4.599897e-06 2.543907e-05 4.288563e-05 6.087992e-06 
##         3525         1330          880          281         8851 
## 1.172378e-04 4.218831e-04 5.651790e-05 4.118981e-04 1.735626e-04 
##         9173         6607          455         7345         1721 
## 4.047675e-05 7.493684e-05 1.176016e-07 7.407985e-05 9.845485e-05 
##         5085         1442         2634         6222         9358 
## 2.184444e-04 8.462743e-06 2.019074e-05 1.491256e-04 1.402375e-04 
##         3008         4576         6906         3207         4961 
## 7.774707e-06 2.176825e-04 2.747258e-06 5.662544e-04 4.535773e-05 
##         1407         6887         1891         5320         7650 
## 1.430296e-05 1.392745e-04 1.269526e-04 1.974024e-04 7.244046e-07 
##         3816         7565         5039         3022          830 
## 1.259849e-04 5.447290e-06 8.401061e-06 4.356508e-04 1.019660e-04 
##         5434         2190         7975         1065         3326 
## 1.253144e-04 1.022421e-04 4.369522e-04 7.655920e-05 1.485619e-04 
##         3427         7514         7685         3109         7478 
## 3.286958e-04 1.167701e-04 2.059072e-04 1.680336e-05 1.214120e-05 
##          598         9662          939         6897         7029 
## 9.985343e-05 3.031487e-04 1.061828e-06 3.289702e-05 1.985182e-05 
##         5276         7288         8905         3081         5776 
## 1.167213e-04 3.401142e-04 9.013548e-05 1.744452e-08 6.243796e-05 
##         8072          617         6739         4156         5962 
## 5.889983e-04 3.820733e-05 3.449708e-05 3.819232e-06 1.163299e-05 
##         7271         3280         4430         7587          540 
## 1.652376e-04 1.475154e-07 1.114750e-05 2.030955e-04 1.296978e-04 
##         5677         2026          325         5896         8405 
## 1.899815e-04 1.833150e-04 8.148809e-05 1.499674e-04 2.261935e-04 
##         4814         9215         8028         7616         2897 
## 1.242269e-05 5.792811e-06 7.077292e-05 2.131425e-04 5.338746e-06 
##         7501         1527         8938         9894         6683 
## 4.239320e-06 8.387060e-05 4.335681e-04 1.013469e-04 6.845169e-05 
##         9305          633         1784         1317         6464 
## 3.996704e-05 9.640298e-05 2.805888e-04 1.420081e-04 1.363354e-05 
##         4064         8047         5405         7055         2211 
## 1.261040e-06 1.491579e-04 7.281021e-05 5.084464e-05 6.092960e-11 
##            8         6272         8411         3094         7729 
## 3.818026e-05 9.566754e-06 5.691400e-06 3.000897e-05 1.006222e-05 
##         6877         7588         7576         5399         7722 
## 9.514374e-04 6.005493e-05 2.947222e-04 9.345522e-04 2.179403e-04 
##         6795         7462         6184         5344         4021 
## 5.886114e-05 1.497770e-04 4.533743e-05 1.227307e-04 2.148509e-06 
##         7589         6904         5665         1040         6619 
## 5.931945e-05 1.021242e-05 3.493686e-04 5.981426e-05 4.792373e-05 
##         5801         6457         4263         3096         7320 
## 1.487678e-04 1.201147e-04 3.519684e-04 2.184393e-06 5.693608e-08 
##         2202          906         7652         5209         4659 
## 8.970104e-05 8.396576e-05 2.991913e-04 1.511125e-05 4.337560e-07 
##         8803         3793         4789         3462         8069 
## 3.634576e-04 2.660804e-04 9.430233e-05 3.694025e-06 2.124884e-04 
##         8940          993         9713         1674         9638 
## 6.683795e-06 1.262548e-05 6.840655e-05 1.923806e-04 7.890875e-04 
##         7853         6610         5383         1165         7551 
## 2.265368e-04 9.370637e-05 2.152357e-04 1.452782e-05 8.483640e-04 
##           98         5617         5395         2593         4534 
## 2.521674e-04 5.437308e-05 5.838531e-04 6.942057e-06 3.798952e-05 
##         5041         7302         5719         5935         1655 
## 7.440646e-05 2.446965e-04 2.775879e-04 5.988154e-04 2.324565e-05 
##         4860         7854         8585         9645         4657 
## 2.402479e-04 1.097386e-05 3.608215e-04 1.868615e-04 5.323889e-05 
##         1238         5743         6567         2507         3286 
## 2.103923e-04 3.882836e-05 5.056203e-04 1.454679e-05 2.194463e-05 
##         1482         6145         4579         7954         7031 
## 5.188947e-07 3.053697e-04 1.698999e-05 2.102456e-05 1.030587e-04 
##         3539          885         1738         1380         1360 
## 9.120833e-06 1.314141e-04 1.954474e-05 3.576212e-05 5.423518e-06 
##         6227         3693         4426         7567           76 
## 1.019904e-04 3.189237e-04 4.283218e-05 3.455049e-04 9.360632e-05 
##         9606         5936         7259         3957         5448 
## 5.102196e-06 2.334527e-06 4.085401e-06 9.087635e-05 1.896583e-04 
##         6689         8582         8493         3186         1521 
## 3.738076e-04 1.692224e-04 2.836532e-04 1.005117e-05 2.095877e-04 
##         3115         2332         1984         1479         8031 
## 4.378239e-05 1.025857e-06 4.797170e-04 3.555014e-04 3.699454e-06 
##         1109         6703          881         3701         6243 
## 9.479983e-06 1.490536e-04 1.741976e-05 6.950009e-05 2.772110e-05 
##         1603         1459         9266         2949          457 
## 3.595353e-04 2.584071e-04 3.471326e-06 2.736399e-04 2.853871e-05 
##         3950         2970         7392         4525         1572 
## 1.034577e-04 7.261618e-04 2.048227e-04 1.066421e-04 1.095194e-07 
##         8743         1364         2306         5946         6114 
## 8.849725e-05 3.325331e-06 1.350212e-05 1.714736e-04 5.996499e-05 
##         2594         7869         3136          953         7910 
## 5.649320e-05 3.468986e-04 1.360913e-04 4.595422e-06 7.051266e-08 
##         2641         4336         5593         2322         9431 
## 2.793142e-04 4.871096e-06 3.188280e-04 7.749043e-06 3.133039e-05 
##         8937         3985         5432         7636         5287 
## 4.302348e-04 2.446033e-04 2.417648e-05 7.696729e-05 2.932759e-04 
##         4474         5722         3888         8234         9029 
## 8.741530e-04 4.704261e-04 4.557642e-06 1.397344e-04 8.950376e-05 
##         8389           59         9517         2159          763 
## 1.502371e-04 1.619056e-04 1.986470e-04 4.887746e-04 2.031659e-04 
##         8556         8829         3556         5923         3295 
## 1.523385e-04 3.946286e-04 1.858815e-04 3.745017e-04 1.898128e-08 
##         1198         2011         4740         3511         9856 
## 6.436395e-04 2.247482e-04 1.507829e-04 4.904211e-04 2.079545e-04 
##         4357         6924         9966         3123         9201 
## 1.267278e-04 3.144693e-05 1.918426e-05 2.416576e-05 6.057720e-07 
##         8577         9889         1449         4290         3955 
## 1.779001e-05 6.019818e-05 6.675181e-06 4.036275e-05 3.128336e-06 
##         4154         5895         2065         3169         6524 
## 7.858201e-04 6.154053e-04 5.393694e-05 3.701031e-05 8.833878e-05 
##         1606         6100         2288         2809         9931 
## 2.041716e-05 1.034540e-04 7.152994e-05 1.147890e-04 3.999629e-05 
##         3287         6132         3826         5536         7412 
## 1.357131e-05 4.495751e-04 2.144595e-04 6.790703e-04 6.751315e-05 
##         5653         1023         4976          944         3853 
## 2.281486e-05 1.418725e-05 6.999344e-06 8.061824e-05 2.748109e-04 
##         3357         2665         3456         3654         2473 
## 8.007617e-08 1.979755e-05 3.360980e-04 3.887872e-05 5.092323e-04 
##         8379         6348         5813         9127         5788 
## 2.841048e-05 4.163322e-04 3.246747e-04 5.714084e-09 7.097867e-05 
##         8502         9307          736         6399         2831 
## 1.057833e-03 4.305401e-05 1.516026e-04 1.214121e-03 4.998210e-05 
##          347         9372         4853         5515         2798 
## 4.862378e-05 1.534985e-05 1.519609e-04 1.222324e-03 1.247198e-06 
##         5419         8465         6823         4639         9544 
## 9.233527e-06 3.475864e-04 9.378560e-06 2.949085e-06 3.070694e-06 
##         3223         4920         9640         6492         4757 
## 2.489150e-05 2.794733e-04 3.067756e-05 1.574936e-04 5.215256e-04 
##         3266         5219         6575         1473         4885 
## 1.122391e-04 5.900764e-05 2.483892e-05 1.303857e-06 5.476951e-06 
##         7299         3222          332         2465         2829 
## 8.329274e-05 6.277372e-05 8.542286e-06 3.767083e-04 1.237577e-03 
##          932         3551         7337         7553         6769 
## 1.228649e-03 6.617449e-05 3.011202e-05 2.987089e-04 3.613671e-04 
##         7272         3576         5310         4662         7701 
## 5.636978e-04 4.347018e-04 1.530367e-04 2.838634e-04 1.057586e-04 
##         2720         6584         9076         4971         9573 
## 2.716209e-05 1.540355e-06 4.823869e-04 3.302245e-05 2.753277e-04 
##         2062         8735         8181         3378         9194 
## 1.283635e-05 6.989032e-08 2.073165e-06 1.571443e-05 2.842133e-04 
##         9314         2353          628         3863          201 
## 1.720777e-04 8.330071e-05 1.553326e-04 5.570450e-04 2.108079e-05 
##         9631         7860         3425         6311         2344 
## 3.007173e-06 2.875507e-04 1.623842e-04 5.018635e-05 2.973394e-05 
##         8569         5718         7281         5725         2474 
## 3.159083e-06 3.256690e-07 4.462102e-04 2.660422e-04 7.381543e-07 
##         7140          788         9730         3953         7930 
## 1.091026e-04 2.937356e-05 6.360766e-05 5.732989e-05 1.154155e-04 
##         3404         7126         4704         3968         7884 
## 1.251078e-06 2.417954e-04 3.449779e-05 1.212287e-04 3.247350e-04 
##         3334         5460         6433         9218         3571 
## 2.305110e-04 2.523128e-04 1.222480e-03 3.418804e-04 4.436473e-08 
##         8386         1643         4065         3164         3667 
## 1.040097e-04 1.024191e-03 2.976823e-04 1.289432e-04 1.772282e-04 
##         6868         3146         8227          116          723 
## 4.336177e-05 2.990605e-04 6.336086e-07 9.697526e-08 1.107086e-04 
##         5737         4436         9647         1646         6842 
## 1.529709e-04 1.243521e-03 6.986568e-05 1.991001e-05 4.540071e-05 
##         9565         2903         3048         3474         7396 
## 1.954391e-04 1.387406e-04 1.168915e-05 1.920779e-04 7.273164e-05 
##         1758         8039         7885         3217         8136 
## 9.551166e-04 7.371978e-06 1.831098e-04 3.951276e-05 3.259325e-05 
##         1520         7785         4442         1413         7032 
## 1.567103e-05 1.319360e-04 7.073021e-04 1.054414e-05 1.780537e-05 
##         5427         2265         8269         5244         6056 
## 4.502626e-05 6.906989e-05 1.740481e-04 7.322354e-05 1.073781e-04 
##         1313         4846         8771         1749         8702 
## 4.587114e-05 7.785008e-05 5.254737e-07 5.710774e-04 5.441832e-04 
##         4588         6164         2828          818         7597 
## 2.579715e-05 6.626491e-06 5.062726e-08 2.881812e-05 2.265119e-04 
##         6548         4316         3936         4742         6816 
## 2.303951e-04 9.741251e-05 1.304937e-04 2.015518e-05 2.424517e-04 
##         3117         5331         8067         9501         6408 
## 1.952448e-06 6.455194e-06 5.240084e-06 1.416577e-04 5.240799e-04 
##         3108         4173         6838         5954           88 
## 8.168889e-07 9.150397e-05 6.337492e-05 8.980064e-04 2.451501e-04 
##         9130         8475         6947         6945         3438 
## 2.221365e-04 2.423213e-04 2.572340e-04 4.957770e-06 2.828349e-05 
##         1399          708         5873         2644         9025 
## 4.254406e-04 1.786477e-05 1.978755e-07 1.186372e-04 3.557456e-06 
##         4384         4793         9535         7830         9022 
## 4.248606e-04 2.558488e-06 3.723245e-04 1.593604e-04 3.283334e-04 
##         4637         5501         4903         9658         9323 
## 5.406406e-05 1.027635e-03 4.438044e-04 2.530748e-05 4.211723e-05 
##         3614         3392          402         2647         7060 
## 2.613714e-05 6.954531e-07 4.174061e-04 2.010476e-04 7.004298e-05 
##          444         2068         2629          245         4404 
## 3.972030e-06 2.158217e-04 5.331596e-04 6.818171e-04 2.684113e-04 
##         5910         3301         4106         4880         8123 
## 4.425958e-04 8.981561e-05 1.546697e-04 1.594939e-04 2.517297e-05 
##         5754         4859         1101         6594         7294 
## 1.162676e-04 2.357654e-05 4.465010e-05 8.506612e-05 5.708334e-04 
##         3557          696         5675         9170         2361 
## 1.442020e-05 8.430800e-05 5.757474e-05 1.707522e-05 1.396495e-04 
##         5003         8810         2300          821         4743 
## 2.336103e-05 1.061021e-04 3.276046e-04 2.468891e-05 8.126254e-04 
##         2219         7982         7825         5976         5913 
## 9.997068e-05 6.425893e-04 5.107330e-05 4.820871e-05 9.040571e-05 
##         5707         8700         7908         4517         7163 
## 1.595519e-06 2.265551e-05 4.752791e-05 1.177030e-06 5.402227e-05 
##          940         8715         9743         2879         4678 
## 1.004063e-05 8.241551e-04 1.705652e-06 4.006885e-05 1.054129e-04 
##         4587         1421         2401         2185         2440 
## 6.353901e-05 6.405730e-08 1.010716e-03 4.336528e-04 8.356006e-04 
##         3148         6209         3201         2851         8503 
## 8.114032e-04 3.639843e-04 3.603562e-06 4.190083e-07 1.375013e-06 
##         5380         6325          803         5258          957 
## 7.284128e-05 5.150592e-04 7.919357e-05 3.036817e-06 4.408910e-04 
##         7764         2563         1683          729         5274 
## 1.854245e-04 4.736230e-06 4.400480e-05 3.097372e-04 1.428259e-05 
##         3493         2358         6586         6944         1864 
## 2.987950e-04 1.299819e-03 2.005217e-04 6.491122e-04 1.867167e-05 
##         6905         1166         7061         4933         7305 
## 2.282986e-05 4.080002e-04 1.002276e-04 7.384903e-05 2.892403e-07 
##         5606         6929         9148         3711         6107 
## 1.570643e-05 1.176593e-03 8.657273e-05 4.820780e-06 1.372324e-05 
##         9446         7367         6092         2991         8953 
## 7.186317e-05 6.732048e-05 5.991563e-05 5.672848e-06 2.934602e-06 
##         5756         1116         4076         4541          931 
## 2.377517e-04 6.571372e-05 1.509100e-04 3.040074e-04 1.764473e-04 
##         3292         2066         5619         6698         5516 
## 2.104378e-04 4.230907e-08 2.579227e-04 2.244070e-04 5.112163e-04 
##         1250         3365         6763         1949         5148 
## 4.948062e-05 2.241159e-04 7.620439e-05 2.981240e-06 9.539198e-05 
##         3495          663         3581         7520         9259 
## 3.399728e-04 1.343348e-05 4.891470e-05 6.480056e-08 7.091840e-04 
##         5086         8587         7469         4003         6753 
## 1.050913e-04 1.509205e-04 5.123232e-07 9.912995e-06 2.276848e-04 
##         4630         5007         9976         5744         8558 
## 1.472611e-04 1.182437e-03 1.759080e-04 2.738208e-04 7.184845e-06 
##         5005         5584         2867         5519         9070 
## 4.663952e-05 1.831385e-05 2.349572e-04 1.532828e-04 2.672583e-06 
##         4392         2975         3435         4476         8164 
## 1.719145e-05 7.086162e-04 6.552785e-05 1.840334e-05 1.622601e-04 
##          608         7626         2492         1960         1986 
## 6.639775e-05 1.158844e-04 2.358649e-05 5.739705e-06 2.764646e-04 
##         6963         1258         2928         8155         1237 
## 4.644702e-06 3.772377e-04 3.805061e-05 5.330226e-05 2.938844e-07 
##         5622         5874          553         3742         7987 
## 7.821408e-05 2.935273e-05 1.660006e-04 3.701058e-06 1.488948e-05 
##         8627         7413         8049         1404         4666 
## 7.928329e-05 1.985318e-04 3.087196e-04 7.825601e-06 8.457130e-04 
##         8316         5858         5054         4537         6157 
## 1.244209e-04 3.648891e-05 1.430394e-05 9.198384e-06 5.416565e-05 
##         1141         1811         1931         8341         4899 
## 2.748740e-04 1.438228e-04 6.817062e-06 2.374941e-04 2.144382e-06 
##         9320         3399         4284          660         4070 
## 7.625849e-05 4.931482e-05 1.279312e-05 2.314895e-04 1.252302e-05 
##         2396         6638         7314         5350         7841 
## 3.919645e-04 2.048984e-04 1.214215e-05 1.298523e-05 9.747017e-04 
##         6863         1555         1909         2003         8531 
## 8.483423e-05 3.238055e-06 7.096608e-05 9.632666e-05 3.463769e-06 
##         2477         9037          872         1387         3613 
## 5.350757e-05 2.211916e-04 2.272917e-04 4.307809e-04 6.607222e-05 
##         8195         5759         1677         5878         2241 
## 4.818835e-05 1.031936e-05 3.716708e-04 1.343982e-04 6.646664e-05 
##         6354         1494         7403         2010         4872 
## 5.988359e-06 7.932276e-05 2.955813e-04 3.165880e-04 2.170041e-04 
##         4804         4598         7953         1694         7247 
## 9.147288e-05 2.370358e-05 2.578862e-05 3.621925e-05 4.482685e-04 
##         1490         9860         3594         3905         6313 
## 4.829408e-04 1.444120e-06 1.618191e-05 1.210572e-04 5.269870e-06 
##         9302         9771          635         9559         1127 
## 5.632408e-05 1.001533e-04 2.103794e-04 3.082694e-04 2.108980e-05 
##         1177         9044         5068         1777         8964 
## 3.238158e-04 4.816081e-05 1.216993e-04 8.301133e-05 8.357143e-05 
##         1847         6088         8971          787         5309 
## 1.445463e-04 1.806683e-07 1.373021e-05 7.323248e-05 1.057260e-04 
##         2840         2387         2846          909         7938 
## 1.223749e-05 5.042519e-05 3.068699e-04 3.354515e-05 7.652327e-06 
##         1282         6071         4040         2199         5705 
## 1.841857e-05 1.354913e-04 5.071107e-04 5.948115e-07 5.947743e-04 
##         2873         7430         4760         5879         5981 
## 2.576238e-07 2.036984e-04 2.337666e-04 1.273489e-03 4.194269e-04 
##         7922         4233         3003         8204         3735 
## 5.055278e-04 2.862090e-05 1.018686e-04 3.520390e-04 5.101512e-05 
##         2125         1223         3794         2053         5688 
## 3.143555e-05 9.185592e-06 5.908389e-04 9.707564e-05 5.860401e-04 
##         2612         4633         9706         8176         4538 
## 9.603592e-05 3.685486e-04 4.438944e-04 3.992976e-04 3.193762e-05 
##         3535         6894         5042          747         4514 
## 2.646172e-04 1.060935e-04 2.400892e-06 7.705699e-05 5.804153e-05 
##         8295         7056         2993         3597         8857 
## 2.462855e-04 2.948482e-04 9.111640e-06 3.764749e-06 1.467531e-05 
##         1682         9910         7017         6673         4710 
## 2.840367e-04 2.303102e-04 3.548923e-04 6.333969e-04 1.058674e-05 
##         4784         9622         4378         4775         4794 
## 1.211982e-04 7.553772e-04 1.010796e-03 3.386353e-05 2.700477e-06 
##         6218         3139         9339          661         1593 
## 7.443178e-04 2.594771e-07 5.634442e-04 5.685346e-04 5.214491e-04 
##         4250         8149         7036         6857         5604 
## 4.656801e-06 3.288391e-04 1.039339e-03 3.672944e-04 1.284223e-04 
##         7756         9782         4559         7414         8152 
## 1.059116e-04 2.513148e-04 2.068375e-05 5.564334e-05 1.424352e-04 
##          119         3970         6536          637         4697 
## 5.049642e-04 3.837652e-05 1.143041e-04 3.029382e-07 1.338019e-04 
##         8694         1373         4589         8309          929 
## 1.139866e-04 4.782663e-05 2.894335e-04 3.836681e-05 4.681436e-04 
##         8666         2983         9523         7236         5611 
## 3.888807e-06 4.124006e-04 2.379235e-04 8.895161e-06 6.468593e-06 
##         6498         3820         3023         6723         3218 
## 2.960816e-05 1.341896e-04 1.984078e-06 1.915403e-05 9.906205e-05 
##          514         7146         4809         1296         6436 
## 3.924211e-04 2.738440e-04 1.687554e-05 1.162243e-04 3.036033e-04 
##         2214         2095         9144          603         7574 
## 1.324702e-05 5.923867e-04 1.832959e-05 1.541125e-05 1.469228e-04 
##         8446         6225         9156         3155         5014 
## 7.616992e-04 6.455184e-04 3.416775e-04 2.554942e-06 2.312495e-04 
##         2328          754         8038         8498         3994 
## 2.374216e-05 1.274129e-03 2.394028e-05 1.409752e-04 6.573090e-06 
##         9250         9478         6148         6726         6969 
## 6.593270e-04 2.449673e-04 7.982238e-05 2.726806e-06 7.918462e-06 
##          324         3974          215         3876         3245 
## 2.285045e-04 1.585747e-05 3.308045e-05 4.011115e-05 1.647474e-04 
##         1712         4347         9495          548         1368 
## 6.639329e-05 1.260445e-05 3.066138e-05 4.322545e-05 2.724745e-04 
##         8337         6208         2166         5159          701 
## 2.339520e-05 1.033978e-04 6.661996e-04 6.701553e-06 1.081444e-06 
##         5188         9550         1549         4529          140 
## 1.766068e-06 3.162269e-04 5.831786e-05 2.624210e-06 3.625474e-04 
##          313         2674         2904         5205         5709 
## 1.332829e-04 2.589764e-06 2.867261e-04 9.493023e-06 1.561388e-04 
##         7455         3057          848         5364         5463 
## 2.120695e-04 1.402887e-04 1.193912e-04 5.451471e-05 1.405457e-04 
##         8223         8175         2908          784         8470 
## 1.912824e-04 2.916007e-05 5.362665e-05 2.251701e-04 2.857879e-04 
##         5299         2271         7244         5038         1402 
## 1.426132e-05 2.764565e-05 4.610544e-05 9.997672e-04 1.232704e-04 
##         5670         8845         7447         2611         1868 
## 6.312243e-09 3.886270e-06 1.618271e-05 1.255838e-05 5.499847e-06 
##         2127         5088         9914         8563         3706 
## 8.656629e-05 3.637185e-04 1.860378e-06 1.044333e-04 1.172699e-04 
##          719         6327         1089         7170         8756 
## 8.847940e-05 1.223117e-04 1.554204e-03 1.079283e-05 9.659704e-06 
##         5461         6871         3910          223         6865 
## 1.024687e-04 2.524139e-04 1.103644e-04 2.634879e-06 6.557658e-05 
##         6993         3034         6533         1448         2866 
## 5.202960e-05 5.201489e-04 3.541486e-06 2.828610e-04 3.304431e-05 
##         6810         4647         3874         3235         8507 
## 1.849076e-04 3.445314e-04 2.149980e-05 5.394007e-05 2.060646e-04 
##         5706          786         2654         3753         1309 
## 6.452573e-05 1.965154e-05 1.090141e-04 1.401814e-04 5.505699e-07 
##         1051         4370         9857         3403         9172 
## 1.330082e-04 1.353125e-04 1.077372e-04 8.899053e-08 1.468608e-05 
##         5104         8722         6710         6317         9934 
## 2.036883e-05 3.245001e-04 3.051070e-04 2.918455e-05 5.338266e-05 
##         5402         9630         3813         8249         5678 
## 8.683276e-05 1.127498e-06 1.493210e-07 1.619053e-05 1.385340e-04 
##         9875         2079         9315         5730         8243 
## 6.144619e-06 3.398519e-06 2.204535e-04 2.776537e-05 2.488242e-04 
##         2124         1239         3055         3729         3491 
## 1.013967e-04 8.913023e-05 1.999793e-05 2.549033e-05 3.541952e-05 
##         4453           54         8633         7245          827 
## 1.359965e-05 5.812586e-04 1.397559e-07 1.876589e-05 1.195093e-04 
##         4883         2738         9739         9175         8834 
## 1.553082e-07 3.073962e-04 4.208062e-07 2.109172e-04 8.996191e-05 
##         3253         9963         5838         3674         1274 
## 4.446980e-06 1.354076e-05 3.830409e-04 9.686841e-05 2.063105e-04 
##         6953         5438          999         2149         8876 
## 7.020520e-04 6.124019e-06 1.872973e-04 3.979710e-05 2.148745e-04 
##         4010         5960         1506         4050         9528 
## 1.066030e-04 1.102705e-03 3.621663e-04 5.419993e-06 1.110710e-07 
##         3995         8758         3964          814         8392 
## 5.105116e-05 4.864329e-05 1.143397e-04 2.326832e-04 1.223780e-05 
##         8089         5774         1848         4278         6055 
## 2.034638e-05 6.771506e-05 3.703480e-04 1.980787e-04 6.027768e-06 
##          230         8275         7669         4500         9815 
## 1.187974e-05 1.120434e-04 9.322299e-06 1.008238e-04 1.821757e-05 
##         2369         1678         9633         1881         4220 
## 1.749253e-04 1.281097e-05 9.842570e-04 8.798790e-05 6.749537e-04 
##         3225         7067         8786         7009         4107 
## 1.137990e-06 2.480317e-05 1.815050e-08 1.519524e-04 2.088123e-04 
##         3534          600         3143          149         3254 
## 2.169720e-04 4.684123e-04 6.907859e-05 5.220834e-05 2.143530e-04 
##         2525         3707          752         7976         4727 
## 1.859545e-10 1.271126e-04 1.602907e-05 1.204773e-05 1.334178e-06 
##           14         4682         2496         1813          267 
## 1.486990e-07 8.076275e-05 3.694503e-05 1.462427e-08 3.124583e-04 
##           99         8567          535         8778         1422 
## 4.025563e-05 4.434347e-04 7.523663e-06 8.403519e-04 1.247841e-04 
##         7002         6099          168         2220         8488 
## 5.278541e-05 2.588686e-05 1.008414e-06 1.124933e-05 4.766979e-05 
##         4719         8800         9799         6167         8923 
## 8.164066e-04 3.764277e-06 1.793160e-04 2.510447e-05 8.451972e-06 
##          847         7784          203         5388         8640 
## 7.597387e-06 7.433411e-06 9.965268e-06 3.159750e-04 3.727821e-04 
##         1735         8021         8012         7925          141 
## 7.734221e-05 2.441655e-06 5.278316e-04 1.723825e-05 9.293092e-05 
##          154         5986         5852         4472         3332 
## 9.757301e-05 5.881750e-05 5.517318e-04 6.667668e-05 3.300699e-04 
##         8126         7870         4335         5475         2253 
## 4.168268e-06 1.243859e-09 5.394467e-05 1.566015e-07 1.094231e-05 
##          539         2056         8248         9131         6846 
## 5.570217e-05 2.270031e-04 3.793122e-05 6.099000e-04 9.198237e-05 
##          766         1591         7186         3180          104 
## 5.602914e-04 7.476552e-04 4.629551e-04 1.216085e-06 1.729990e-04 
##         7399         1003         3647         2902         9409 
## 1.731717e-05 3.314872e-06 1.292725e-06 9.544707e-05 7.572874e-05 
##         5392         4941         1819         5698         7759 
## 3.288915e-04 7.466405e-04 1.554948e-09 3.808487e-06 6.725391e-05 
##         1122         8097          293         7716         1450 
## 8.469794e-05 1.392291e-04 1.509183e-04 3.582748e-04 4.956270e-04 
##         6940         1556         1670         3261         9800 
## 5.123995e-04 1.092037e-03 5.994333e-06 6.542786e-06 2.041568e-04 
##         2982         1352         6727         2884         6918 
## 2.715300e-05 2.974041e-05 9.269891e-04 1.586822e-06 8.487051e-05 
##         1489         6156         9778         2347         3778 
## 5.693945e-04 4.778949e-04 4.097014e-06 1.088313e-04 2.075637e-05 
##          187          461         7509         9754         7750 
## 7.880047e-05 1.806566e-05 6.531282e-05 1.140600e-03 1.172685e-04 
##         1004         6428         5176         2933         6699 
## 2.739860e-04 2.906302e-04 3.124619e-04 4.876345e-05 4.037852e-04 
##         9072         2029         8631         7105         6778 
## 2.784525e-04 4.104418e-04 1.167964e-03 1.825273e-06 9.933957e-05 
##         6193         2723         8650         2544         1589 
## 9.976498e-05 3.238202e-04 6.315867e-04 1.709655e-04 1.382887e-04 
##         9110         1132         9801         2713         8999 
## 1.011061e-04 2.781937e-07 3.572484e-06 1.115435e-05 4.571430e-05 
##         2308         8853         3568         7773         2934 
## 5.480670e-04 1.242380e-05 4.160324e-04 4.814500e-04 1.188088e-05 
##         6397         7523         5496         7980         8358 
## 1.226502e-04 1.448080e-04 1.056427e-05 1.670825e-06 7.163513e-05 
##         3176         2819         3331         7848         9018 
## 4.259647e-04 1.532075e-04 1.500391e-03 1.649630e-04 5.064612e-05 
##         3598          560         8522          485         4604 
## 9.433561e-07 6.641679e-04 2.886111e-05 1.424047e-04 5.711801e-06 
##         7020         8746         4956         5270          582 
## 3.458246e-08 3.379003e-06 9.500696e-05 2.795817e-04 2.890446e-04 
##          700         7847          403         7556         6844 
## 5.104781e-05 2.310590e-04 4.429821e-04 5.430710e-04 5.272713e-04 
##         8349         5712         3943         3025         6746 
## 5.630547e-06 1.506760e-05 2.405444e-04 3.032388e-04 1.729877e-04 
##         1046         8025         3770         9390         9589 
## 2.277211e-04 1.102792e-04 1.668168e-04 1.737574e-04 9.072325e-05 
##         5510         3604         7805         9697         6172 
## 8.240855e-05 4.105593e-05 3.567113e-07 4.531181e-04 2.626701e-05 
##         1552          624          115         5691         1474 
## 1.480928e-06 1.456686e-05 2.607260e-05 2.164588e-04 1.642314e-04 
##         5129         4597         6452         1981          857 
## 1.500178e-06 3.111035e-05 3.787029e-05 6.628257e-05 6.039938e-04 
##         8332         8068         7779         7513         1793 
## 1.315961e-05 5.945626e-05 1.940332e-04 6.386532e-06 4.026739e-04 
##          564         9397         4454         7994         7357 
## 3.974891e-04 3.067153e-04 2.070716e-04 1.765315e-05 7.869917e-05 
##         6925         9610         5538         4078         8294 
## 3.738383e-04 2.352503e-04 4.500597e-05 4.792763e-05 6.999347e-05 
##         2702         6682          373         7496         4343 
## 6.304840e-06 1.285592e-05 7.335946e-04 1.744750e-04 1.385389e-04 
##         5127         1325         2716         9903         9957 
## 4.332198e-04 1.062017e-03 1.639151e-04 1.093061e-04 3.705121e-05 
##         8527          592          997          323         4580 
## 3.261350e-05 2.327965e-06 1.121149e-05 4.483421e-04 1.037960e-04 
##         4352         5184         3512         4375         2953 
## 3.002602e-04 1.110641e-06 9.323868e-05 6.007924e-05 1.897077e-05 
##         8859          344         1093          433          769 
## 1.291043e-06 1.010169e-04 4.361792e-04 1.482244e-06 3.414785e-04 
##         6564         7849         5110          924         7342 
## 1.752315e-05 1.638713e-04 1.316349e-04 4.189149e-06 4.175686e-05 
##         3215         9124          481         9024         3731 
## 1.620608e-05 6.401703e-05 1.551735e-04 1.857647e-04 1.761123e-04 
##         6179         5551         4268         7792         8570 
## 1.092189e-05 3.143620e-05 2.066668e-05 7.711052e-05 3.812164e-06 
##         2448          253         8862         6175         5420 
## 1.916920e-04 7.195531e-05 5.728000e-05 5.685510e-05 9.502295e-05 
##         1710         6169         1105         6137         8976 
## 1.777605e-04 2.397447e-04 2.983616e-05 9.145303e-04 5.084086e-05 
##         9938         8322         7862         9381         8901 
## 7.799376e-05 3.408340e-04 1.380949e-04 1.267601e-04 3.886261e-04 
##         9091         9628         8540         6283         4916 
## 1.460504e-05 5.771713e-04 7.674268e-06 3.664891e-06 5.980304e-05 
##         2719         2001         4650         6224         8186 
## 1.366492e-06 1.867980e-05 4.999473e-07 1.815707e-04 1.404251e-06 
##         2535         5771         3956         1744         2998 
## 1.671284e-04 5.852913e-05 8.717670e-05 1.506173e-05 2.643517e-04 
##         3502          290         1884         9160         8071 
## 5.416296e-05 4.772227e-07 1.330331e-05 5.739482e-06 2.329431e-04 
##         6943          473         5525         4843         2963 
## 4.742891e-05 5.534225e-04 2.662864e-04 4.564768e-06 4.386711e-05 
##         1416         9557         1508         9455         4094 
## 1.455854e-05 1.105314e-05 2.300804e-05 1.436794e-04 7.325086e-04 
##         5549         7533         3980         2681         9900 
## 7.874084e-05 9.176304e-05 5.569566e-05 2.436922e-05 6.100479e-05 
##         4152         4628         8913         5600         9932 
## 3.642650e-06 2.227933e-05 3.483702e-05 2.806775e-04 2.467029e-04 
##         8572         2035         9424         5090         7887 
## 1.206242e-04 2.999830e-06 2.512074e-04 4.032087e-04 7.613965e-04 
##         6368         9062         5891         5687         9438 
## 3.776549e-06 5.413943e-05 2.252238e-04 1.755190e-04 2.303620e-05 
##         6948         7897         6648         3315         5495 
## 8.230419e-05 1.650877e-04 3.289522e-04 5.565230e-06 1.172835e-03 
##         1924         1557         4165         1066         3909 
## 9.742479e-06 3.933271e-04 2.926287e-04 3.175260e-04 5.023327e-05 
##         4444         3807         3666         3709         9700 
## 7.076629e-07 4.478986e-07 6.408827e-06 8.412560e-05 4.104840e-05 
##          855         1540         5616         7053         8086 
## 1.660568e-05 1.327479e-05 1.699255e-04 3.720170e-04 3.935177e-07 
##         5934         7309         1335         7411         7635 
## 5.349578e-04 2.540690e-05 7.145895e-05 1.889215e-05 1.473677e-05 
##         8104         6954         6043         1063         4523 
## 1.545722e-04 1.595187e-06 4.026669e-04 7.656263e-04 1.530702e-04 
##         8057         4134         6550         8188          412 
## 9.674205e-05 2.538567e-05 1.460019e-05 1.628092e-04 1.453399e-04 
##         8092         7487         9004         2284         3741 
## 4.928674e-04 1.731107e-04 1.629913e-04 7.402308e-06 5.666252e-04 
##         7735         8885         8380         3244         9271 
## 1.064773e-05 2.659209e-05 8.265662e-05 6.856562e-05 1.447387e-07 
##         2151         8154         3052         5369         2181 
## 6.926170e-04 4.532641e-05 1.726489e-04 8.068952e-04 6.808276e-05 
##         2729         7128         4646         4711         4533 
## 8.919455e-05 4.770338e-04 9.450456e-05 1.495792e-04 1.272798e-04 
##         3103         6324         3507         5779          815 
## 4.302556e-04 1.637739e-04 2.090127e-04 1.020747e-06 6.394233e-06 
##         6151         9657         5828         7264         3382 
## 2.313456e-04 9.749003e-05 1.287609e-05 9.017039e-05 2.824761e-04 
##         7480         1425         1573         7120         1197 
## 4.757622e-05 3.143295e-04 2.197599e-05 5.867177e-05 1.126060e-05 
##         3192           25         3916         7836         6559 
## 1.637932e-04 1.020412e-04 3.237035e-05 1.565328e-04 1.442813e-04 
##         7745         3759         1544         4651         5167 
## 3.849003e-05 1.188052e-04 5.484359e-05 1.321194e-04 2.667649e-05 
##         9450         3689         5100         2210         8291 
## 3.694723e-05 8.940864e-05 1.310445e-05 4.125309e-05 1.507394e-05 
##         4491          853         5035         5206          779 
## 1.466496e-05 1.588014e-04 2.015614e-04 1.821563e-06 2.459414e-04 
##         8391          856          110         8325         1536 
## 5.098453e-05 2.221923e-05 7.864139e-05 3.022947e-06 5.743965e-05 
##         7717          389         7694         7171         1326 
## 3.738617e-05 5.688949e-04 2.796022e-06 5.971192e-05 3.770211e-05 
##         1928           90         2406         5046         5672 
## 4.936530e-04 1.216067e-04 6.675677e-04 3.578155e-04 2.051241e-04 
##         5153         7981         7776         7421         3199 
## 3.245723e-04 3.068707e-05 6.644540e-04 3.147906e-04 7.009637e-04 
##         5409         1660         2820         3407         7417 
## 1.573520e-04 3.153949e-05 1.410080e-04 3.840287e-05 1.738005e-06 
##         2974         8753         4674         1748         1950 
## 5.593417e-06 1.887142e-07 3.299936e-06 5.447565e-06 1.369144e-04 
##         5720          451          926         2032         1913 
## 1.137618e-06 5.156006e-07 2.199059e-05 4.232332e-06 6.877220e-05 
##         1027         7242         7380          865         5908 
## 4.944593e-05 4.273113e-05 6.707745e-04 2.252985e-04 7.159681e-05 
##         2470         5893         6850         3642         8238 
## 1.378447e-04 1.002026e-04 1.042186e-04 9.825044e-05 8.910896e-04 
##         4327          321         5138          246         1541 
## 3.340433e-05 2.477522e-04 6.072491e-04 5.968334e-04 1.882226e-04 
##         4601         8281         8952         9750         5173 
## 2.658687e-05 2.887969e-04 5.908461e-05 3.866128e-05 3.236757e-05 
##         9908         8642         6916         1307         9121 
## 5.066638e-04 1.110842e-04 1.819022e-04 1.009427e-05 4.399006e-06 
##         1068         9443         9078         3762         8780 
## 5.913499e-04 3.132171e-05 4.612030e-05 9.582648e-05 4.753636e-06 
##         2992         6379         2459         2649         9233 
## 2.074039e-04 5.002298e-04 9.549935e-04 2.195019e-04 1.345177e-04 
##         7258         7058         4862         8775         1854 
## 3.938613e-04 9.905414e-06 3.186263e-06 1.432946e-04 6.784978e-05 
##         3171         2273         5521         9880         4264 
## 1.847208e-04 4.642419e-05 1.069963e-05 2.225857e-04 9.372015e-04 
##         9590         8731         7638         1180         9956 
## 1.132324e-04 4.793730e-07 1.032629e-04 4.691986e-04 3.612976e-07 
##         2204         7401         3501          465         1587 
## 7.016210e-04 3.028236e-05 1.589075e-04 8.314182e-04 1.061908e-04 
##         9600         9207         4004          487         8721 
## 2.926174e-04 2.632824e-04 3.195363e-05 5.642008e-05 7.585322e-05 
##         1290         2226         2490         1801         7582 
## 3.528655e-04 2.631703e-05 4.348288e-04 1.174707e-06 1.384125e-04 
##         1608         3289         7317         8842          889 
## 2.884439e-04 2.078531e-04 1.398361e-05 4.214153e-05 4.857299e-05 
##            3         3210         3626         4910         4211 
## 4.132094e-04 4.533269e-05 2.912001e-06 1.505279e-04 2.418322e-04 
##         2402         9774          910          739         9444 
## 1.103877e-04 7.218428e-05 4.004218e-07 1.254826e-04 1.674818e-04 
##         6254         6933         3944         3061         6988 
## 1.951080e-04 3.623167e-05 3.931240e-04 7.821211e-05 9.011309e-06 
##         2083         2892         1873         6747         9874 
## 1.580885e-04 3.426544e-04 2.930348e-04 7.535775e-05 9.585899e-05 
##         5142         9206         1566         5578         7660 
## 6.374246e-05 4.655054e-05 3.831433e-05 6.691495e-05 6.796020e-05 
##         8965         7868         4439         2794         8016 
## 2.310261e-06 1.197536e-04 2.370151e-04 5.564545e-06 8.929756e-05 
##          526         6038          958         3628         4009 
## 1.130906e-04 3.832900e-04 9.663098e-05 4.710192e-04 7.984615e-06 
##         6162         1496         9222         6438         5315 
## 1.057030e-04 4.986233e-04 5.541590e-04 5.726161e-07 1.184420e-04 
##         5859         8094          870         8706         6571 
## 7.316430e-04 2.069258e-04 4.241495e-05 6.154785e-05 2.932206e-04 
##         5450          670          310         4052         4014 
## 9.053684e-05 3.597967e-05 5.850821e-05 1.536137e-04 1.043683e-05 
##          227         7515         9904         5465         8757 
## 1.172439e-04 8.228281e-07 9.956333e-04 4.763257e-04 4.171969e-05 
##         2240         1970         4035         7213         3528 
## 2.051823e-04 1.742743e-06 1.090559e-04 1.173108e-04 4.723748e-06 
##         3671         7977         8469          371          981 
## 2.816741e-04 7.674950e-04 1.946827e-04 2.724320e-05 2.292921e-05 
##         2538         5000         7393         6049         9821 
## 3.411117e-05 4.588212e-05 7.928460e-05 1.798581e-05 2.469848e-05 
##         9536         1287         5535         2268          280 
## 6.835285e-05 2.948832e-05 2.411703e-04 2.593591e-04 2.818835e-05 
##         8992         5106         3761         2679         7791 
## 5.190830e-06 1.040224e-03 4.158115e-04 2.483261e-04 1.692584e-04 
##         8301         2684           93          103         3875 
## 9.826044e-04 1.553389e-04 9.521365e-06 4.029866e-04 4.709765e-04 
##         8560         2847         4834         1185         4886 
## 1.169826e-05 8.508970e-05 2.514597e-05 1.529328e-04 3.050173e-05 
##         4722         4614         2761         9448          921 
## 6.058279e-06 7.481547e-04 3.302332e-05 1.094188e-08 8.360547e-05 
##         7920         8543         5290         9775         3249 
## 9.744567e-05 6.008050e-05 3.912681e-08 2.435928e-04 3.419172e-04 
##         3197         6473         2532         7947         3878 
## 3.803541e-04 1.823842e-05 1.560713e-06 6.339636e-06 1.251319e-04 
##         7774         7998         2156         6418         7088 
## 2.358831e-04 2.407887e-08 1.421958e-04 9.424142e-05 2.819863e-05 
##         7765         8926         3513         6942         7476 
## 4.962827e-04 8.071373e-04 1.978800e-04 4.763294e-04 7.702232e-04 
##         1310         3695         9971         6812         4773 
## 2.195337e-04 2.261589e-04 6.782711e-05 1.210635e-04 6.241843e-05 
##         9236         4406         5120         9182         6951 
## 2.501146e-05 6.114134e-04 1.139384e-06 1.641108e-04 1.097533e-04 
##         6244         6813         8699         4282         5860 
## 1.158099e-04 1.700537e-05 1.688274e-04 6.169673e-04 2.018953e-04 
##         3248         9164         7115         1029         5230 
## 1.544165e-07 6.228192e-04 1.143113e-06 3.129552e-04 2.446814e-04 
##         8589         3830         1192         5755         7829 
## 7.582608e-04 9.820441e-05 3.750915e-06 3.540414e-04 2.274323e-04 
##         9106         1006         8526          484         3738 
## 1.216247e-06 1.209866e-04 2.567351e-04 1.932771e-04 1.507629e-05 
##         8209         6094         9376         7725         5841 
## 4.799985e-04 9.669048e-04 9.164536e-05 5.805941e-05 7.152068e-04 
##         8772         2877         6427         4504         3250 
## 4.035018e-04 8.058311e-04 1.029394e-05 1.740713e-04 1.779305e-04 
##         9415         1651         9510         9270         5911 
## 6.665150e-05 1.438210e-04 4.271071e-05 4.191620e-05 8.893595e-05 
##         6501         5108         2835         7511         8879 
## 1.319581e-04 6.314586e-04 5.489878e-04 4.176812e-05 6.792497e-05 
##          298         7831         1202         8320         7321 
## 1.136176e-08 2.212715e-05 3.119758e-06 8.687180e-05 5.523123e-04 
##         9461         7858         1792         8352         2595 
## 2.230622e-04 1.508483e-04 3.753546e-05 5.097012e-05 3.431320e-04 
##         2269         9969         3321          893         9524 
## 8.870959e-04 1.500210e-04 1.773114e-04 1.492716e-04 9.481337e-07 
##         6372         4747         1232         4239         2589 
## 3.036636e-05 2.229920e-05 4.767218e-04 5.317782e-05 1.863406e-05 
##         9886         4546         9725         8996         4484 
## 2.129097e-05 2.254904e-04 1.427755e-04 6.804605e-05 1.249582e-05 
##         8777         7382         1874         3682         1016 
## 4.847990e-04 4.248323e-04 5.828510e-04 2.077383e-04 1.398795e-05 
##         5339         1697         8935         2951         7246 
## 7.609921e-05 8.722589e-05 9.383419e-05 4.309972e-04 3.374896e-04 
##         9139          869         1850         3740         2109 
## 1.719814e-04 1.318871e-05 9.427650e-05 2.707251e-05 3.507977e-05 
##         7518         6095         7995         8821         1463 
## 1.519505e-03 1.905607e-08 1.243512e-04 1.485403e-05 4.843979e-05 
##         6230         6655         4940         1114         3107 
## 1.189321e-05 5.070840e-05 4.818400e-04 2.531216e-04 4.951540e-07 
##         8235         7452         1820         1214         1851 
## 2.144835e-06 6.801873e-04 4.664297e-05 9.578650e-05 3.073406e-05 
##         8146         2067         3302         5715         5171 
## 2.254305e-05 5.575112e-04 1.224621e-03 2.686414e-05 1.214919e-04 
##         8020         7483         3459         7809         1000 
## 1.820542e-04 7.680446e-04 4.992219e-06 5.894566e-08 1.801396e-04 
##         5441         7325         7642         1957         5400 
## 1.724363e-04 1.996288e-04 5.000990e-05 5.445554e-05 1.491137e-04 
##         1134         3623          494          355         2911 
## 2.575153e-04 2.909206e-06 7.302563e-04 1.941649e-04 2.126219e-04 
##         9406          327         3901         2913         9345 
## 2.771696e-04 6.473959e-05 7.265792e-05 6.005330e-06 3.361537e-07 
##         2944         1098         9269         4813         1242 
## 3.922668e-04 2.798511e-06 4.456996e-04 3.499742e-06 5.205002e-04 
##         6873         2833         3162         9467         3869 
## 8.829147e-06 1.615953e-04 6.474978e-05 2.225470e-05 4.737273e-07 
##         3945         4248         6708         2113         2476 
## 8.368909e-05 5.793072e-05 1.229919e-04 1.116192e-03 4.337368e-04 
##         3251         7687         6805         8941         4270 
## 6.479471e-04 4.677728e-05 1.925873e-07 3.202007e-05 6.192047e-05 
##         3798         9224         4595          655         1598 
## 4.064493e-06 2.924716e-04 1.943587e-07 1.134969e-04 7.059188e-05 
##         4975         5693         6693         2514         1249 
## 7.427503e-05 1.149422e-05 3.308229e-04 2.320302e-04 2.337153e-04 
##         7286         6009         6545          297         8608 
## 1.514590e-04 1.480985e-05 2.184342e-04 2.013183e-04 9.417002e-04 
##         5191         7229         7757         5694         7391 
## 2.858111e-04 8.761802e-05 9.881180e-05 1.010653e-05 1.041275e-04 
##          362         7358         7158         3929         8340 
## 2.614030e-05 4.390652e-05 3.414534e-04 5.230059e-06 4.418749e-06 
##         3450         8508         5279         9100         1243 
## 1.248868e-04 4.804082e-04 2.245618e-06 2.761454e-05 4.688890e-04 
##         5511         4346         5796         5130         5060 
## 7.757730e-07 3.023613e-04 2.071863e-04 3.337285e-04 1.221557e-04 
##         8703         2038         5122         5208         7446 
## 1.814838e-04 1.913417e-04 6.772380e-07 7.920934e-05 2.777406e-04 
##         1700         9558         8420         6293         2971 
## 1.021579e-04 1.137958e-04 4.055604e-04 1.355965e-04 2.618602e-05 
##         5601         5458         8841         4371         7261 
## 2.335718e-06 1.925915e-04 6.310519e-06 5.662593e-07 2.481055e-04 
##         3272         1337         4967         2120         7021 
## 8.605918e-06 6.741249e-04 5.885390e-05 4.811426e-05 1.945845e-05 
##         6176         5550         9664         2548         5480 
## 2.858176e-04 6.717852e-05 3.861300e-04 3.318663e-04 7.440233e-06 
##         4056         9707         8019         2097         1887 
## 1.041494e-05 8.441936e-07 1.054387e-05 1.061143e-04 1.498445e-04 
##         5195         7955         4501         1908         2431 
## 2.883110e-04 4.530518e-06 7.607810e-04 9.776052e-04 8.738942e-04 
##         4412         8329         5226         9178         5099 
## 1.647504e-06 3.721496e-04 6.550389e-07 2.619095e-05 1.903549e-06 
##         9165         6265         8331         4680         1439 
## 2.927250e-08 1.502918e-04 1.091367e-04 3.077695e-05 1.285925e-05 
##         4006         4252         4344         5097         6398 
## 1.089897e-05 2.893988e-04 6.807633e-04 1.304120e-04 3.859066e-05 
##         5980         2334         8696         2639         2043 
## 1.446943e-06 1.268955e-04 1.897997e-04 2.043695e-04 1.030985e-04 
##         3839         8980         5454         9168         8002 
## 8.487399e-05 1.315302e-06 4.210832e-05 5.664381e-05 2.589263e-05 
##         7527         3575         5056         8691         2760 
## 6.770591e-05 1.298929e-05 5.967409e-05 2.905723e-04 1.989880e-06 
##         5951         2225         1055         2855         1481 
## 2.712480e-04 1.054298e-05 1.945869e-04 1.221832e-04 1.364217e-05 
##         6102         1453         1139         6411         7249 
## 6.220569e-04 5.955688e-04 6.067273e-06 4.009758e-05 8.406482e-07 
##         7902          742         1419         2005         8472 
## 6.791765e-05 2.774920e-07 2.829895e-06 1.995792e-05 7.776583e-04 
##         2455         5800         8083         3673         8892 
## 3.077966e-04 1.133270e-04 5.857446e-05 6.017834e-04 1.005206e-05 
##         1228         2912         4100         7882         7081 
## 1.643128e-04 1.327287e-04 1.363878e-04 2.337275e-05 1.785713e-05 
##         4869         6709         1619         2203         1794 
## 3.775176e-05 3.062400e-04 4.415013e-05 1.358405e-06 7.997318e-06 
##         2137         1420         1267         8001         7667 
## 1.387636e-05 1.616760e-04 2.483244e-04 1.042376e-04 1.749478e-06 
##         8286         5190         3453         9306          947 
## 4.444284e-04 9.393922e-04 3.066241e-05 6.643901e-04 1.112091e-03 
##         8997         7397           80         7104         2248 
## 2.060112e-05 3.242691e-04 2.588350e-04 7.096687e-05 8.912743e-05 
##         8064         8024         1207         9709         1942 
## 7.204131e-04 1.482393e-04 2.281274e-05 7.983940e-06 7.348589e-05 
##          667          650         5628         2603          466 
## 3.151034e-06 1.413055e-04 8.258926e-05 2.632551e-04 1.666551e-04 
##         7339         5111         9283         8716         7846 
## 5.569233e-05 1.623916e-04 1.986995e-04 1.792577e-04 3.973887e-06 
##         4150         8975          888         5865         7889 
## 2.510082e-05 4.325870e-05 2.646968e-08 6.304562e-05 5.047893e-04 
##          411         1272          102         2205         3178 
## 1.023957e-04 1.468386e-04 2.797776e-06 4.036979e-05 1.162409e-05 
##         5531         6238         2645         5366         7865 
## 3.230658e-05 3.067652e-04 1.275940e-04 1.968076e-04 8.129102e-05 
##         4149         4167         1849         3894         2031 
## 7.085443e-04 8.176919e-04 7.720628e-04 3.162989e-06 4.422751e-05 
##         1248          380         7370         3856          887 
## 9.182601e-07 3.198755e-05 3.896558e-05 2.488518e-04 6.989734e-04 
##         3833         3818         3257         8428         1766 
## 2.600713e-04 4.410963e-04 2.901670e-04 2.124556e-04 2.781250e-05 
##         1571         9749         3652         1136         9490 
## 1.415914e-04 1.047104e-04 4.525403e-05 1.330177e-04 2.511138e-05 
##         3283         6125         6910         4060         8500 
## 2.841625e-04 2.623928e-08 1.213452e-04 4.919783e-04 1.366839e-07 
##         1386         8747         3219         5266         7502 
## 7.099058e-07 2.726491e-04 1.576784e-05 1.344951e-07 3.060819e-05 
##         9759         7583         1514         3937         4669 
## 2.385668e-04 2.712462e-04 5.571788e-04 1.094370e-07 5.527993e-04 
##         1341         1580         6695         6078         9781 
## 7.904307e-04 5.907037e-04 1.080940e-06 4.606358e-05 1.389007e-05 
##         4634         5502         1081         2004         7098 
## 1.740928e-05 1.577280e-04 8.128368e-05 4.091964e-04 1.189104e-04 
##         7632          845         7950         1037         5053 
## 5.831486e-05 1.457738e-04 7.554780e-05 3.094069e-05 2.708857e-04 
##         2444         7880         2350         8040         9357 
## 1.548969e-04 6.196322e-06 1.880797e-07 9.389353e-05 2.239089e-05 
##         6423         1221         3705         7783         4610 
## 1.448379e-05 2.815477e-05 3.466421e-05 1.069834e-08 7.884836e-05 
##         5249          759         9986         8264          771 
## 1.065577e-09 2.043107e-06 2.163641e-04 1.017914e-04 2.108637e-04 
##         1312         8402           91         4907         1991 
## 1.191491e-04 1.914671e-04 6.599905e-05 2.463340e-04 5.467759e-06 
##         7461         3725         1075         9642         2436 
## 4.203547e-04 2.631113e-04 3.468282e-05 3.612588e-05 6.184728e-06 
##         9066         7748         7996         4266         9582 
## 4.420622e-05 7.070654e-08 7.373535e-04 2.493470e-05 7.011874e-05 
##         2621         6958         5175         8641         1937 
## 2.864465e-04 1.997352e-06 1.283651e-05 3.332772e-06 3.133595e-04 
##         9500         4566         9814         7300         2468 
## 2.243443e-04 2.104829e-05 6.936791e-09 7.004716e-05 3.074912e-05 
##         7777         5837         5273         5312         9779 
## 1.008251e-03 5.919641e-05 2.633680e-04 2.271713e-05 1.995966e-04 
##         3904         9145         7751         4937         7878 
## 4.440694e-06 1.337300e-03 2.541788e-04 2.377192e-05 4.053064e-05 
##         5354          175         5415         2363         6308 
## 3.043473e-04 2.732640e-05 3.710674e-05 8.041811e-06 1.683537e-05 
##         1034         9470         2653         2540         9158 
## 7.017764e-05 1.088202e-06 2.270906e-04 1.216874e-05 5.464321e-06 
##         6188           72         6967         8863         1394 
## 2.138169e-04 6.991743e-06 2.702345e-04 5.651419e-05 4.907495e-04 
##         1808          649         4815          388         2850 
## 1.891656e-05 1.167648e-04 8.242175e-04 1.606479e-05 4.425430e-06 
##         1681         4113          795         7758         6174 
## 3.043549e-05 4.103647e-04 1.438623e-04 4.001869e-04 2.944886e-04 
##         9458         6828         7235         3788         8884 
## 2.614484e-04 4.075616e-06 4.032647e-06 2.184300e-04 1.285625e-05 
##         7962          238         1385         5467         7078 
## 6.994618e-06 5.249194e-05 7.137332e-06 7.567674e-05 1.640927e-05 
##         7453         1080         5922         3268         6391 
## 1.053479e-04 4.228061e-04 7.722868e-07 5.357173e-06 2.320115e-05 
##         9213         7200         3903         8734         9653 
## 2.597233e-06 2.138901e-04 5.487910e-09 1.305073e-04 1.823635e-05 
##         6652         5329         3540         2430         6776 
## 2.057831e-05 1.616294e-04 6.777189e-05 1.230402e-06 1.393418e-04 
##         6037         6117         9967          778         6759 
## 1.821935e-04 1.205950e-06 4.567025e-05 1.897858e-04 2.956816e-05 
##         9864         8257         7788         4635         3500 
## 8.285902e-06 7.979312e-05 8.266218e-08 4.509603e-06 4.668156e-06 
##         6704         8112         9248         5973         9043 
## 5.110861e-04 2.511213e-04 6.301769e-07 2.277122e-06 2.435548e-04 
##         5651         8878         8914         6413         4810 
## 1.862281e-04 8.286436e-06 4.333537e-06 4.562952e-05 9.238634e-05 
##         5051         6217         3838         5306          226 
## 1.179253e-05 3.315044e-04 9.898598e-05 9.151209e-05 2.388468e-05 
##         8745         8172         3567         4394         9921 
## 1.586762e-08 3.123985e-05 7.924210e-05 8.152548e-06 3.354027e-05 
##         9219         4787         9202         2409         8122 
## 3.089825e-04 6.986987e-05 8.107284e-05 5.421203e-05 2.420515e-04 
##         1308         2989           21         4057         2875 
## 2.937295e-04 1.259443e-04 1.384370e-04 9.747947e-05 4.124404e-05 
##         9354         2233         3179          651         9088 
## 5.671308e-04 3.695095e-04 1.056073e-04 4.709763e-04 7.650437e-04 
##         2365         6935         3320         8528         4893 
## 1.770791e-07 3.532342e-05 3.623938e-05 3.723230e-05 1.964512e-06 
##         4838         7001         6731         3209         3160 
## 2.594261e-05 2.165547e-04 2.179993e-04 7.915539e-04 2.422452e-04 
##          974         2651         2638         8740          948 
## 5.352375e-06 6.194198e-05 2.310704e-05 6.218556e-04 7.729768e-05 
##         9562         8767         8584         8774         6996 
## 2.395539e-04 3.544365e-04 1.542514e-04 1.317903e-04 2.191610e-05 
##         8193         4325         9716         4286         5225 
## 2.635615e-05 3.419439e-04 8.508866e-05 7.267351e-05 4.989409e-04 
##         7614         7256         5228         3031         2498 
## 3.844903e-06 1.760359e-04 2.650727e-04 1.724567e-05 1.636180e-07 
##           60         5283         5079         3780         2965 
## 1.347369e-04 4.227920e-05 5.039541e-04 1.228324e-05 7.739171e-08 
##         9241         4136         2192         2195         5770 
## 5.520324e-04 2.434358e-04 5.449524e-05 8.733082e-05 4.123405e-04 
##         8847         2533         5940         5052         9654 
## 1.056127e-04 5.986304e-05 7.374790e-05 4.897189e-05 2.096876e-05 
##         9176         2335         8032         9023         4260 
## 4.875535e-07 2.985018e-04 3.080188e-04 1.475462e-04 2.400887e-07 
##         1692         5674         1470         1755         5381 
## 1.029286e-05 1.316815e-03 5.313158e-05 1.165779e-04 1.247732e-05 
##         5835         8893          304         5141         2168 
## 4.230686e-05 1.133155e-05 1.700347e-04 4.521192e-06 2.234087e-04 
##         7303         2364         8494         8044         4077 
## 7.414961e-04 6.745028e-05 7.363955e-08 2.347064e-06 1.325934e-04 
##         9083         4424         5804         3472         5596 
## 7.341892e-05 2.343635e-04 3.539746e-04 1.806686e-04 1.267144e-05 
##         8811         6252         1745         2770         4963 
## 1.984608e-05 3.337596e-04 3.317266e-04 7.733835e-05 3.512039e-04 
##         4171         9822         8203         6771         8593 
## 1.070263e-04 4.437132e-04 6.221559e-06 1.794661e-04 1.966309e-05 
##          447          892         8782         9410         4913 
## 1.166036e-05 4.519345e-04 1.680009e-04 1.204711e-04 1.372406e-04 
##          158         6343         9162         3379          691 
## 6.580586e-04 1.782392e-05 1.442725e-06 1.349808e-04 3.444993e-04 
##         5423         4851           18         5417         2419 
## 6.603737e-05 8.319729e-05 6.795435e-06 3.648313e-05 4.629371e-07 
##         1861         5428          392         8323         1927 
## 1.555933e-05 1.423976e-05 8.483931e-05 4.957487e-05 5.486068e-05 
##          960         4298         1019         5303         4731 
## 1.857795e-05 7.959094e-04 6.619561e-07 1.487558e-04 6.263582e-05 
##         6183         4317         2276         3069         4877 
## 1.215205e-03 5.233708e-05 7.819208e-08 5.287924e-07 2.039438e-04 
##         4889         9737         3397          404         7526 
## 5.915500e-06 2.968354e-05 3.070572e-05 5.326454e-06 9.468066e-05 
##          903         4219         3408         8574         8713 
## 4.047549e-06 8.948145e-05 1.246401e-06 5.415893e-04 1.086761e-04 
##           96         1550         3147         5103         6322 
## 5.379942e-05 5.019493e-05 6.287275e-05 2.863576e-07 1.437047e-04 
##         2737         2148         4835          137         4949 
## 6.186511e-06 4.405669e-04 1.394246e-04 5.445011e-05 1.181368e-05 
##         7360         4287         4247         9135         6566 
## 5.966421e-06 3.183428e-05 1.623977e-04 1.694706e-04 1.361102e-04 
##         5387         2413         8568         9917         4302 
## 1.850468e-04 5.843472e-04 2.058382e-07 3.480818e-04 2.114847e-06 
##         8712         5773         6264         5636         6298 
## 9.972705e-05 8.050027e-04 3.231601e-04 1.362367e-04 3.104823e-04 
##         4308         8615         4373         9568         7493 
## 6.509392e-05 6.132155e-04 4.972880e-06 2.732739e-07 3.972063e-04 
##         2162         3923         9845         8037         6130 
## 3.743157e-06 2.519655e-04 1.205964e-05 8.855457e-04 1.622555e-05 
##         2411         3758         1186         3114         7241 
## 1.703457e-05 2.133351e-06 1.840006e-04 4.651860e-04 4.572874e-07 
##         3465         3369         5335         5477         1724 
## 4.365584e-05 4.180318e-04 4.061839e-06 1.371081e-04 4.691617e-05 
##         1886         1251          472         2860         9356 
## 3.092238e-05 6.336793e-05 2.564995e-05 3.308570e-04 1.573865e-06 
##         4273          228         3941          849         3884 
## 1.808724e-04 9.019594e-05 2.857069e-04 3.799935e-04 9.824299e-05 
##         2157         3187         1047         8436         7605 
## 9.905132e-05 6.977701e-05 7.942286e-05 1.631432e-04 2.170009e-05 
##         5222         1491          942         3840          580 
## 3.724327e-08 8.728835e-04 9.264317e-06 1.609288e-06 3.963619e-04 
##         4177          334         7812         1796         7424 
## 4.665584e-05 3.944196e-04 2.371059e-04 8.287166e-05 1.072603e-05 
##         7293         8812         7197         4063         1959 
## 5.114016e-04 2.371110e-04 9.086132e-05 1.972363e-06 1.681599e-05 
##         1772         7353         5377         4932         7732 
## 2.953472e-04 1.477351e-04 3.155618e-05 1.370461e-07 9.703611e-05 
##         1652         9120         6425         5260         7867 
## 8.105592e-05 4.505874e-06 8.723414e-05 8.754948e-04 3.990644e-04 
##         6836         4319         5640         4516         1212 
## 7.016244e-05 1.902173e-04 6.171883e-05 1.888886e-04 4.037723e-06 
##         4653         4958         7010         9698         5164 
## 1.970440e-05 3.383917e-05 1.149235e-04 1.509388e-04 1.643087e-06 
##         5401         7160         1172         5605         4209 
## 1.143665e-04 8.819017e-05 1.401896e-03 1.181727e-05 6.673170e-06 
##         1875         7436          271         6028         9571 
## 5.516483e-05 7.174918e-07 1.049569e-05 2.809010e-04 1.507354e-04 
##         5359         5834         3659         5398         5069 
## 1.279623e-03 6.118713e-05 6.653832e-05 5.627932e-05 1.212944e-04 
##          714         8785         1233         4361         1837 
## 3.275717e-07 9.559561e-05 2.809572e-04 9.405671e-05 2.439998e-04 
##         6620         4388         8931         6599         1693 
## 3.421372e-04 4.664029e-04 2.091909e-04 3.586773e-06 1.910138e-05 
##         3074         3927         7034         1817         4462 
## 1.323531e-06 4.393156e-05 1.706956e-05 1.914367e-05 2.241360e-05 
##         8698         6782         7460         3782          315 
## 1.050218e-04 8.761554e-04 3.537135e-05 1.372697e-04 1.133550e-04 
##         8169 
## 3.843330e-05

Test

if (algo.forward == TRUE){
  test.model(model.forward2, data.test, "Forward Selection (2)")
}
## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   110.5   120.7   124.1   124.0   127.5   144.3 
## [1] "Forward Selection (2) Test MSE: 98.2068928588799"

Backward Elimination

Train

if (algo.backward == TRUE){
  # Takes too much time
  t1 = Sys.time()
  
  model.backward = step(model.full, data = data.train, direction="backward", trace = 0)
  print(summary(model.backward))
  saveRDS(model.forward,file = "model_backward.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Backward Elimination: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.backward, data.train)
}

Test

if (algo.backward == TRUE){
  test.model(model.backard, data.test, "Backward Elimination")
}

Stepwise Selection

Train

if (algo.stepwise == TRUE){
  t1 = Sys.time()
  
  model.stepwise = step(model.null, scope=list(upper=model.full), data = data.train, direction="both", trace = 0)
  print(summary(model.stepwise))
  saveRDS(model.forward,file = "model_stepwise.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Stepwise Selection: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.stepwise, data.train)
}

Test

if (algo.stepwise == TRUE){
  test.model(model.stepwise, data.test, "Stepwise Selection")
}

LASSO Selection

LASSO (w/ full train)

if(algo.LASSO == TRUE){
  # Formatting data for GLM net
  # you can use model.matrix as well -- model.matrix creates a design (or model) matrix, 
  # e.g., by expanding factors to a set of dummy variables (depending on the contrasts) 
  # and expanding interactions similarly.
  x = as.matrix(data.train[,feature.names])
  y = data.train[,label.names]
  
  xtest = as.matrix(data.test[,feature.names]) 
  ytest = data.test[,label.names] 
  
  grid=10^seq(10,-2, length =100)
  model.LASSO=glmnet(x,y,alpha=1, lambda =grid)
  
  cv.out=cv.glmnet(x,y,alpha=1) # alpha=1 performs LASSO
  plot(cv.out)
  bestlambda<-cv.out$lambda.min  # Optimal penalty parameter.  You can make this call visually.
  lasso.pred=predict (model.LASSO ,s=bestlambda ,newx=xtest)
  
  testMSE_LASSO = mean((ytest-lasso.pred)^2)
  print (paste("LASSO Test RMSE: ",testMSE_LASSO, sep=""))
  
  print(coef(model.LASSO,s=bestlambda))
  
  plot(ytest,lasso.pred)
  
}

LASSO (w/ filtered train)

if(algo.LASSO == TRUE){
  # Formatting data for GLM net
  # you can use model.matrix as well -- model.matrix creates a design (or model) matrix, 
  # e.g., by expanding factors to a set of dummy variables (depending on the contrasts) 
  # and expanding interactions similarly.
  x = as.matrix(data.train2[,feature.names])
  y = data.train2[,label.names]
  
  xtest = as.matrix(data.test[,feature.names]) 
  ytest = data.test[,label.names] 
  
  grid=10^seq(10,-2, length =100)
  model.LASSO=glmnet(x,y,alpha=1, lambda =grid)
  
  cv.out=cv.glmnet(x,y,alpha=1) # alpha=1 performs LASSO
  plot(cv.out)
  bestlambda<-cv.out$lambda.min  # Optimal penalty parameter.  You can make this call visually.
  lasso.pred=predict (model.LASSO ,s=bestlambda ,newx=xtest)
  
  testMSE_LASSO = mean((ytest-lasso.pred)^2)
  print (paste("LASSO Test RMSE: ",testMSE_LASSO, sep=""))
  
  print(coef(model.LASSO,s=bestlambda))
  
  plot(ytest,lasso.pred)

}

LASSO calls

Peforming a lasos call is pretty straight forward. GLM-NET peforms 10-fold CV to determine an optimal penalty parameter.
The coefficients are easy to extract and making predictions are straight forward. It is possible to make ASE style plots like we did previously but it takes a little extra programming. See me if interested.

# summary(model.forward)
# summary(model.stepwise)